<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[Spectral Reflectance: Weekly Newsletter]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/s/spectral-reflectance-newsletter</link><image><url>https://substackcdn.com/image/fetch/$s_!mQ62!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2edd3cb7-2ffd-48ee-aac3-ed1927536d5a_1280x1280.png</url><title>Spectral Reflectance: Weekly Newsletter</title><link>https://www.spectralreflectance.space/s/spectral-reflectance-newsletter</link></image><generator>Substack</generator><lastBuildDate>Tue, 21 Apr 2026 04:12:00 GMT</lastBuildDate><atom:link href="https://www.spectralreflectance.space/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Akis Karagiannis]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[spectralreflectance@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[spectralreflectance@substack.com]]></itunes:email><itunes:name><![CDATA[Akis Karagiannis]]></itunes:name></itunes:owner><itunes:author><![CDATA[Akis Karagiannis]]></itunes:author><googleplay:owner><![CDATA[spectralreflectance@substack.com]]></googleplay:owner><googleplay:email><![CDATA[spectralreflectance@substack.com]]></googleplay:email><googleplay:author><![CDATA[Akis Karagiannis]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Spectral Reflectance Newsletter #131]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-131</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-131</guid><pubDate>Wed, 08 Apr 2026 08:17:52 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Ahhi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 News</h2><p><strong>ICEYE announces 2025 financials</strong> [<a href="https://www.iceye.com/newsroom/press-releases/iceye-announces-2025-financials">link</a>]<br>ICEYE exceeded &#8364;250 million in 2025 revenue, beating its own projections by 25%, as rising demand for SAR imagery linked to geopolitical tensions helped drive growth and support a planned expansion in satellite production capacity.</p><div><hr></div><p><strong>Planet Develops Novel Radio Communication Systems That Support Hybrid Space-to-Ground and Space-to-Space Connectivity</strong> [<a href="https://www.planet.com/pulse/planet-develops-novel-radio-communication-systems-that-support-hybrid-space-to-ground-and-space/">link</a>]<br>Planet is developing new radio communication systems that combine space-to-ground and space-to-space links, effectively building a network that can route data across satellites and back to ground stations to reduce latency bottlenecks. The immediate implication is faster data delivery and better support for lower-latency applications, with Planet using its Pelican satellites to test and integrate capabilities such as Real Time Communications and high-speed downlink hardware into its fleet.</p><div><hr></div><p><strong>BlackSky Awarded Multi-Year Sole-Source $99 Million US Government IDIQ Contract for Advanced, Next Generation Capabilities</strong> [<a href="https://www.businesswire.com/news/home/20260331722359/en/BlackSky-Awarded-Multi-Year-Sole-Source-%2499-Million-US-Government-IDIQ-Contract-for-Advanced-Next-Generation-Capabilities">link</a>]<br>BlackSky has won a multi-year, sole-source $99 million U.S. government IDIQ contract, with an initial $2 million award to speed the design of an advanced large-aperture optical payload for next-generation Earth Observation and space domain awareness platforms.</p><div><hr></div><p><strong>Airmo Earns 5 Million Euro in Seed Funding, Plans First Launch for 2027</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2026/03/12/airmo-earns-e5-million-in-seed-funding-plans-first-launch-for-2027/">link</a>]<br>Airmo has raised &#8364;5 million in seed funding to scale its methane-monitoring business and prepare for a first satellite launch in the second quarter of 2027, built around a compact sensor that combines short-wave infrared imaging and LiDAR to detect leaks from low Earth orbit.</p><div><hr></div><p><strong>Satellogic Plans Next-Gen Merlin EO Constellation</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2026/03/18/satellogic-plans-next-gen-merlin-eo-constellation/">link</a>]<br>Satellogic&#8217;s next-generation Merlin constellation is designed to deliver daily global mapping at one-metre resolution, with the first satellite planned for October 2026.</p><div><hr></div><p><strong>Copernicus Data Space Ecosystem Passes 600,000 Registered Users</strong> [<a href="https://www.linkedin.com/posts/cdse-over-600-th-users20260310-share-7437094683211718656--YiC/">link</a>]<br>The Copernicus Data Space Ecosystem has surpassed 600,000 registered users worldwide, a milestone the post presents as reflecting growing global use of Earth Observation data and the role of scalable cloud services in supporting access, retrieval, processing, and practical applications.</p><div><hr></div><p><strong>Wyvern Partners With NSG UP42 to Expand Hyperspectral Tasking in Saudi Arabia</strong> [<a href="https://www.linkedin.com/posts/hyperspectral-earthobservation-space-share-7437327902733389825-qn4N/">link</a>]<br>Wyvern announced a partnership with Neo Space Group UP42 to make its Dragonette hyperspectral data available for tasking in Saudi Arabia, for applications in agriculture, environmental monitoring, resource management, and infrastructure development through standardized, analysis-ready data.</p><div><hr></div><p><strong>Groundsource: using AI to help communities better predict natural disasters</strong> [<a href="https://blog.google/innovation-and-ai/technology/research/gemini-help-communities-predict-crisis/">link</a>]<br>Groundsource uses Gemini to turn unstructured global news reports into a historical flash-flood dataset that supports urban flood forecasting with up to 24 hours of lead time.</p><p><strong>Related:</strong></p><ul><li><p><strong>Introducing Groundsource: Turning news reports into data with Gemini</strong> [<a href="https://research.google/blog/introducing-groundsource-turning-news-reports-into-data-with-gemini/">link</a>]</p></li><li><p><strong>Protecting cities with AI-driven flash flood forecasting</strong> [<a href="https://research.google/blog/protecting-cities-with-ai-driven-flash-flood-forecasting/">link</a>]</p></li></ul><div><hr></div><p><strong>Another Earth Raises $4M to Expand AI Platform for Synthetic Satellite Data</strong> [<a href="https://theaiinsider.tech/2026/03/16/another-earth-raises-4m-to-expand-ai-platform-for-synthetic-satellite-data/">link</a>]<br>Vienna-based startup Another Earth has raised $4 million in seed funding to expand its platform for generating synthetic satellite imagery and environmental scenario simulations, aimed at producing labelled geospatial training data for AI models used in environmental and operational risk detection.</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>Similarity Search with Embeddings</strong> [<a href="https://www.geopythontutorials.com/notebooks/xarray_embeddings_similarity_search.html">link</a>]<br>An xarray and Dask workflow uses open AlphaEarth Foundations embeddings to find grain silos in Franklin County, Kansas through cosine similarity search.</p><div><hr></div><p><strong>Characterizing Census Blocks with Satellite Embedding Statistics</strong> [<a href="https://geospatialml.com/posts/aef-census-block-embeddings/">link</a>]<br>Alpha Earth Foundation embeddings can be aggregated to census blocks and used as tabular features, with a simple logistic regression separating urban and rural blocks at 92.5% accuracy.</p><div><hr></div><p><strong>Segmenting Cattle Operations with AlphaEarth Embeddings in Barton County, Kansas</strong> [<a href="https://www.earthgenome.org/blog/segmenting-cattle-operations-with-alphaearth-embeddings-in-barton-county-kansas">link</a>]<br>Earth Genome has published a case study from Barton County, Kansas showing how AlphaEarth embeddings, spatial priors, and a lightweight Random Forest workflow can be combined to segment cattle feedlots into lots, ponds, and background at pixel level, with the aim of better estimating facility footprints and environmental impacts.</p><div><hr></div><div id="youtube2-2AOxbMHB1CY" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;2AOxbMHB1CY&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/2AOxbMHB1CY?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p><strong>STAC: A common language for finding geospatial data | Scene from Above S15E5</strong> [<a href="https://www.youtube.com/watch?v=2AOxbMHB1CY">link</a>]<br>An overview of STAC as a standard for discovering and accessing geospatial data, with emphasis on its growing industry adoption.</p><div><hr></div><p><strong>Pangeo Showcase: &#8220;Visualizing Zarr with zarr-layer&#8221;</strong> [<a href="https://discourse.pangeo.io/t/pangeo-showcase-visualizing-zarr-with-zarr-layer/5531">link</a>]<br>zarr-layer renders Zarr data directly as a native custom layer in MapLibre or Mapbox, selecting intersecting chunks at the current resolution and handling reprojection on the GPU.</p><div><hr></div><p><strong>AlphaEarth Foundations Satellite Embeddings: A Look at Our Planet in 2025</strong> [<a href="https://medium.com/google-earth/alphaearth-foundations-satellite-embeddings-a-look-at-our-planet-in-2025-f23349370399">link</a>]<br>Google&#8217;s 2025 update to the AlphaEarth Foundations Satellite Embedding dataset introduces a global annual layer that compresses a year of multi-source satellite data into 64-dimensional, 10-metre embeddings, aimed at making year-over-year surface change analysis faster and easier.</p><div><hr></div><p><strong>RaQuet: Raster Data in Apache Parquet</strong> [<a href="https://www.linkedin.com/pulse/raquet-raster-data-apache-parquet-javier-de-la-torre-chice/">link</a>]<br>RaQuet is an open specification and CLI for storing raster data in standard Apache Parquet files so it can be queried with SQL across modern analytics engines, effectively acting as a raster counterpart to GeoParquet for the data warehouse and lakehouse world.</p><div><hr></div><p><strong>Streaming millions of TESSERA tiles over HTTP with Zarr v3</strong> [<a href="https://anil.recoil.org/notes/tessera-zarr-v3-layout">link</a>]<br><a href="https://www.linkedin.com/in/anilmadhavapeddy/">Anil Madhavapeddy</a> describes a Zarr v3 layout for streaming TESSERA geospatial embeddings over HTTP, reorganising millions of per-tile NumPy files into sharded annual stores designed to support both lightweight pixel-level access and larger regional analysis with only a small number of range requests.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Data</h2><p><strong>Overture Maps Foundation now offers a STAC catalogue with all their datasets</strong> [<a href="https://www.linkedin.com/posts/dominik-weckm%C3%BCller_big-news-overture-maps-foundation-now-offers-share-7424941488985468929--M2M/">link</a>]<br>Overture Maps Foundation now offers a STAC catalogue for all of its datasets, making them easier to browse and access through a familiar geospatial data standard.</p><div><hr></div><p><strong>OceanBench &#8212; Evaluating AI Ocean Models</strong> [<a href="https://oceanbench.lab.dive.edito.eu/">link</a>]<br>OceanBench is an open benchmark from Mercator Ocean for evaluating ocean forecasting systems against reference ocean analysis datasets, reanalyses, and observations, with a public interface for comparing scores and an open-source GitHub project for broader use and contribution.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!MTkr!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!MTkr!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png 424w, https://substackcdn.com/image/fetch/$s_!MTkr!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png 848w, https://substackcdn.com/image/fetch/$s_!MTkr!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png 1272w, https://substackcdn.com/image/fetch/$s_!MTkr!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!MTkr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png" width="1456" height="642" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:642,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2123487,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/190087309?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!MTkr!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png 424w, https://substackcdn.com/image/fetch/$s_!MTkr!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png 848w, https://substackcdn.com/image/fetch/$s_!MTkr!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png 1272w, https://substackcdn.com/image/fetch/$s_!MTkr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0641e18-569a-4f0f-9e88-ff007f73d592_2894x1276.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>New Dataset Search Tool in Climate Engine</strong> [<a href="https://www.linkedin.com/posts/new-dataset-search-tool-in-climate-engine-ugcPost-7436886939191959552-qnsQ/">link</a>]<br>Climate Engine has introduced a new dataset search tool to help users navigate its 100+ datasets by filtering for variables, time period, frequency, geographic coverage, catalog source, and spatial resolution, while also linking to documentation and public JSON metadata for developers.</p><p>Search tool at <a href="https://app.climateengine.org/dataset_search">https://app.climateengine.org/dataset_search</a><br><strong>Related:</strong></p><ul><li><p><strong>Data Stories: 10 Maps to Spark Exploration with Climate Engine</strong> [<a href="https://climateengine.substack.com/p/data-stories-10-maps-to-spark-exploration">link</a>]</p></li></ul><div><hr></div><p><strong>New NECCTON Ocean Viewer opens access to next-generation marine ecosystem data</strong> [<a href="https://marine.copernicus.eu/news/new-neccton-ocean-viewer-opens-access-next-generation-marine-ecosystem-data">link</a>]<br>Copernicus Marine has launched the NECCTON Ocean Viewer as a new tool for exploring next-generation marine ecosystem data, opening access to information on marine ecosystem dynamics through an interactive viewer.</p><div><hr></div><p><strong>HeiGIT Expands Risk Assessment Datasets to 119 Countries</strong> [<a href="https://www.linkedin.com/posts/anticipatoryaction-gis-opendata-share-7437521237255331843-L4uA/">link</a>]<br>HeiGIT&#8217;s risk assessment datasets are now available for 119 countries through the Humanitarian Data Exchange, expanding open access to hazard exposure data designed to support anticipatory action, disaster preparedness, GIS-based risk assessments, comparative analysis, and operational decision-making.</p><p>Explore the datasets [<a href="https://data.humdata.org/organization/heidelberg-institute-for-geoinformation-technology?q=risk%20%20&amp;ext_page_size=25">link</a>]</p><div><hr></div><p><strong>New Soil Water Index datasets bring deeper insight into global soil moisture</strong> [<a href="https://land.copernicus.eu/en/news/new-soil-water-index-datasets-bring-deeper-insight-into-global-soil-moisture">link</a>]<br>Copernicus Land Monitoring Service has released the updated Soil Water Index 0.1&#176; Version 4 products, providing daily and ten-daily global soil moisture estimates from 2007 to the present by combining satellite observations with modelling to track moisture conditions across different soil depths.</p><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Ahhi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Ahhi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Ahhi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Ahhi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Ahhi!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Ahhi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg" width="720" height="480" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:480,&quot;width&quot;:720,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Ahhi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Ahhi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Ahhi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Ahhi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1e7483f-126e-4ec0-b35d-76d3db86c1ef_720x480.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Suspended sediment traced a swirling eddy in Ca&#241;on Fiord, making the water appear light turquoise as surface meltwater flushed glacial flour into the fjord. Images were acquired by the OLI (Operational Land Imager) on Landsat 8 on August 9, 2022.</figcaption></figure></div><p><strong>Ca&#241;on Fiord&#8217;s Whirling Waters</strong> [<a href="https://science.nasa.gov/earth/earth-observatory/canon-fiords-whirling-waters/">link</a>]<br>Landsat 8 captured swirling eddies in Ca&#241;on Fiord during the 2022 Arctic summer melt season, with fractured sea ice and turquoise sediment plumes tracing currents shaped by meltwater, glacial flour, and seasonal ice breakup.</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting read</h2><p><strong>EarthCARE tracks how ship emissions transform clouds</strong> [<a href="https://earth.esa.int/eogateway/success-story/earthcare-tracks-how-ship-emissions-transform-clouds">link</a>]<br>Ships are the biggest source of human-made sulphur dioxide emissions over the oceans, and the clouds left in their wake, known as ship tracks, can differ markedly from nearby clouds. This EarthCARE image uses observations from the Multispectral Imager to show how these emissions can alter cloud properties from space.</p><div><hr></div><p><strong>NASA&#8217;s PACE Satellite Provides New Pollution Measuring Product</strong> [<a href="https://science.nasa.gov/blogs/science-news/2026/02/24/nasas-pace-satellite-provides-new-pollution-measuring-product/">link</a>]<br>NASA&#8217;s PACE satellite now offers a new nitrogen dioxide product that extends the mission&#8217;s capabilities beyond ocean and aerosol measurements to track a harmful air pollutant linked to fossil fuel and wood burning. By combining OCI observations with training from Sentinel-5P&#8217;s TROPOMI instrument, the new product enables finer-scale pollution monitoring, helping researchers identify sources as small as individual factories or highway corridors.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!QFUT!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!QFUT!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png 424w, https://substackcdn.com/image/fetch/$s_!QFUT!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png 848w, https://substackcdn.com/image/fetch/$s_!QFUT!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png 1272w, https://substackcdn.com/image/fetch/$s_!QFUT!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!QFUT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png" width="1456" height="818" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:818,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2393386,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/190087309?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!QFUT!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png 424w, https://substackcdn.com/image/fetch/$s_!QFUT!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png 848w, https://substackcdn.com/image/fetch/$s_!QFUT!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png 1272w, https://substackcdn.com/image/fetch/$s_!QFUT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2439fef7-0e65-4183-b437-3e4a101cc279_1926x1082.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">This still image shows ICESat-2 land data products layered together on a rotating Earth, including measurements of land elevation, ice sheet and glacier height, sea ice freeboard, ocean surface height, and vegetation structure. White background.</figcaption></figure></div><p><strong>Global Views of ICESat-2 Data</strong> [<a href="https://svs.gsfc.nasa.gov/5616/">link</a>]<br>NASA&#8217;s Scientific Visualization Studio has released a rotating-globe visualisation of ICESat-2 data products, showing how the mission&#8217;s laser altimeter measures land and ice elevation, sea ice, ocean surface height, forests, clouds, and aerosols to track changes in Earth&#8217;s surface and atmosphere.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ufUO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ufUO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png 424w, https://substackcdn.com/image/fetch/$s_!ufUO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png 848w, https://substackcdn.com/image/fetch/$s_!ufUO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png 1272w, https://substackcdn.com/image/fetch/$s_!ufUO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ufUO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png" width="1456" height="962" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:962,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:375875,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/190087309?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!ufUO!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png 424w, https://substackcdn.com/image/fetch/$s_!ufUO!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png 848w, https://substackcdn.com/image/fetch/$s_!ufUO!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png 1272w, https://substackcdn.com/image/fetch/$s_!ufUO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17cbeb2d-52a6-41e2-a26e-21b0491f8d7c_1900x1256.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Global distribution of mineral dust measured with EarthCARE&#8217;s high-spectral-resolution atmospheric lidar (ATLID) from June to August 2025 based on the EarthCARE products ATL_EBD_2A and ATL_TC__2A. Credit: ESA</figcaption></figure></div><p><strong>EarthCARE maps vast atmospheric dust trails</strong> [<a href="https://earth.esa.int/eogateway/success-story/earthcare-maps-vast-atmospheric-dust-trails">link</a>]<br>EarthCARE is mapping large atmospheric dust plumes, using its observations to show the global distribution and movement of mineral dust in the atmosphere and to improve understanding of how these aerosols affect radiation, clouds, and climate.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!gX-y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!gX-y!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif 424w, https://substackcdn.com/image/fetch/$s_!gX-y!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif 848w, https://substackcdn.com/image/fetch/$s_!gX-y!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif 1272w, https://substackcdn.com/image/fetch/$s_!gX-y!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!gX-y!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif" width="1456" height="887" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:887,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Observations from the Global Ozone Monitoring Experiment-2 instrument &quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Observations from the Global Ozone Monitoring Experiment-2 instrument " title="Observations from the Global Ozone Monitoring Experiment-2 instrument " srcset="https://substackcdn.com/image/fetch/$s_!gX-y!,w_424,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif 424w, https://substackcdn.com/image/fetch/$s_!gX-y!,w_848,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif 848w, https://substackcdn.com/image/fetch/$s_!gX-y!,w_1272,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif 1272w, https://substackcdn.com/image/fetch/$s_!gX-y!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbae59d84-233c-425a-85fa-28fc16e0051c_2048x1247.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Observations from the Global Ozone Monitoring Experiment-2 instrument on board Metop-B and Metop-C satellites shows the massive smoke plumes emitted by the Canadian wildfires in May and June. Credit: Anu-Maija Sundstr&#246;m, AC SAF</figcaption></figure></div><p><strong>Spotlight on an instrument: Copernicus Sentinel-5</strong> [<a href="https://www.eumetsat.int/features/spotlight-instrument-copernicus-sentinel-5">link</a>]<br>Copernicus Sentinel-5, the Ultraviolet Visible Near-infrared Short-wave infrared (UVNS) spectrometer aboard Metop Second Generation A, will deliver near-global daily observations of ozone, nitrogen dioxide, sulphur dioxide, methane, carbon monoxide, aerosols, and wildfire smoke to support air quality monitoring, ozone-hole tracking, and climate applications.</p><div><hr></div><p><strong>If AI Is Going to Task Satellites, We Need Standards</strong> [<a href="https://element84.com/software-engineering/if-ai-is-going-to-task-satellites-we-need-standards/">link</a>]<br>Element84 makes the case that enabling AI systems to task satellites at scale will require a practical, widely adopted tasking standard rather than one designed to describe every possible sensor state.</p><div><hr></div><p><strong>Takeaways from the First Geospatial Vector Embeddings Standards Sprint</strong> [<a href="https://www.linkedin.com/pulse/takeaways-from-first-geospatial-vector-embeddings-standards-gilman-ojlge/">link</a>]<br><a href="https://www.linkedin.com/in/jason-gilman/">Jason Gilman</a>&#8217;s takeaways from the first geospatial vector embeddings standards sprint point to growing agreement around Zarr, a draft STAC extension, and the need for clearer terminology and stronger model documentation.</p><div><hr></div><h2>LinkedIn Highlights</h2><p><strong>GeoPackage Still Has a Place Alongside Parquet</strong> [<a href="https://www.linkedin.com/posts/marklitwintschik_geopackage-still-has-a-place-in-a-parquet-share-7437730603678150656-x7pc/">link</a>]<br><a href="https://www.linkedin.com/in/marklitwintschik/">Mark Litwintschik</a> writes that GeoPackage still has a place alongside Parquet when bundled styling or editable data matter, with DuckDB v1.5.0 also improving GeoPackage generation speed and adding support for structs.</p><div><hr></div><p><strong>Against the &#8220;Built It Alone&#8221; AI Narrative</strong> [<a href="https://www.linkedin.com/posts/jonasbsolvsteen_linkedin-after-a-weekend-is-like-look-what-share-7439212563919282176-q9ib/">link</a>]<br><a href="https://www.linkedin.com/in/jonasbsolvsteen/">Jonas S&#248;lvsteen</a> calls for less emphasis on &#8220;look what I built alone with Claude over the weekend&#8221; narratives and more attention to how AI can be used productively in collaborative creative environments, pointing to <a href="https://gdal.org/en/stable/community/ai_tool_policy.html">GDAL&#8217;s open-source contribution policy</a> as an example.</p><div><hr></div><h2>Learning</h2><p><strong>An assortment of GTC sessions for weather &amp; climate enthusiasts</strong> [<a href="https://www.linkedin.com/posts/sanjay-choudhry-9963b42_an-assortment-of-gtc-sessions-for-weather-share-7436820834754797569-Tija/">link</a>]<strong><br></strong><a href="https://www.linkedin.com/in/sanjay-choudhry-9963b42/">Sanjay Choudhry</a> selects<strong> </strong>a set of NVIDIA GTC sessions for weather and climate audiences, covering AI-powered climate risk ensembles, climate system digital twins, kilometre-scale Earth system modelling, Earth-2 for resilience, and geospatial workflow acceleration.</p><div><hr></div><div id="youtube2-cwzZU4s7h1o" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;cwzZU4s7h1o&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/cwzZU4s7h1o?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p><strong>Monitoring Climate Change from Space Webinar Series #1 | Satellite Retrievals of CO2 and Methane</strong> [<a href="https://www.youtube.com/watch?v=cwzZU4s7h1o">link</a>]<br>This ESA webinar offers an overview of space-based observations of CO2 and methane, explaining how satellite measurements are turned into atmospheric concentration estimates and used to assess human-made emissions and natural sinks, while also highlighting the ESA GHG-CCI project and its links to wider climate services and related initiatives.</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-131?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-131?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-131?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #130]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-130</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-130</guid><pubDate>Fri, 06 Mar 2026 09:15:18 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!E5HB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Applications are now open for ECMWF Code for Earth 2026!</strong> [<a href="https://www.ecmwf.int/en/about/media-centre/news/2026/code-for-earth-2026-call">link</a>]<br>A brand-new set of data-driven challenges is open for the 2026 edition of Code for Earth, ECMWF&#8217;s annual innovation programme, inviting innovators to build open-source solutions that improve how Earth science data are used, visualised and interpreted, and help tackle pressing environmental and climate challenges. This year&#8217;s topics include rapid decision making during wildfires, analysing global flood forecast data from 10,000 monitoring stations, and detecting implausible behaviour in machine-learning systems, with applications closing 9 April 2026.</p><div><hr></div><h2>Level-2 News</h2><p><strong>Vantor integrates Google Earth AI imagery models into Tensorglobe to support government and commercial missions</strong> [<a href="https://vantor.com/blog/vantor-integrates-google-earth-ai-imagery-models-into-tensorglobe-to-support-government-and-commercial-missions/">link</a>]<br>Vantor signed an agreement with Google to integrate Google Earth AI imagery models into its Tensorglobe platform, aiming to bring the models into classified, air-gapped government environments and enable fine-tuning on sovereign and commercial multi-sensor data for tasks like change detection, site monitoring, and damage assessment.</p><div><hr></div><p><strong>constellr Secures &#8364;37 Million Series A Funding to Deliver Defence Grade Thermal Intelligence</strong> [<a href="https://www.constellr.com/article/constellr-secures-eu37-million-series-a-funding-to-deliver-defence-grade-thermal-intelligence">link</a>]<br>constellr announced a &#8364;37 million Series A round to expand its operational thermal intelligence capabilities and advance them to defence-grade status for governments, military entities, and security agencies.</p><div><hr></div><p><strong>Earthmover Selected to Power ARIA&#8217;s &#8220;Forecasting Tipping Points&#8221; Simulation Catalogue</strong> [<a href="https://earthmover.io/blog/earthmover-selected-to-power-arias-forecasting-tipping-points-simulation-catalogue">link</a>]<br>Earthmover announced it was selected by ARIA to power the Simulation Catalogue for the Forecasting Tipping Points programme, supporting 26 modelling and observing teams working toward early warning signals for climate tipping points.</p><div><hr></div><p><strong>Aspia Space Partners With Stelia to Advance AI Architecture for Global-Scale Land Intelligence</strong> [<a href="https://www.businesswire.com/news/home/20260212527655/en/Aspia-Space-Partners-With-Stelia-to-Advance-AI-Architecture-for-Global-Scale-Land-Intelligence">link</a>]<br>Aspia Space announced a strategic partnership with Stelia to upgrade its AI architecture and speed up the conversion of raw satellite data into scalable, decision-ready land intelligence across sectors like finance, agriculture, supply chain, and the public sector.</p><div><hr></div><p><strong>Leonardo funding development of Earth observation constellation</strong> [<a href="https://spacenews.com/leonardo-funding-development-of-earth-observation-constellation/">link</a>]<br>Leonardo is investing nearly &#8364;500 million to develop a roughly 20-satellite Earth observation constellation combining high-resolution optical and SAR, with launches targeted for 2027&#8211;2028. The project is intended both to provide proprietary data for e-GEOS and to demonstrate Leonardo&#8217;s end-to-end space-to-ground capability, while serving as a potential model for larger European initiatives.</p><div><hr></div><p><strong>SatVu Raises &#163;30M in Funding Backed by NATO Innovation Fund to Build Thermal Satellite Constellation</strong> [<a href="https://thetechfounders.co.uk/news/satvu-raises-30m-in-funding/">link</a>]<br>SatVu raised &#163;30M in a round backed by the NATO Innovation Fund (plus the British Business Bank and others) to scale its high-resolution thermal imaging capability from a demo satellite toward a multi-satellite constellation, with HotSat-2 and HotSat-3 slated for launch in 2026.</p><div><hr></div><p><strong>Telespazio Awarded &#8364;20 Million Contract for Canary Islands Constellation</strong> [<a href="https://europeanspaceflight.com/telespazio-awarded-e20-million-contract-for-canary-islands-constellation/">link</a>]<br>Telespazio Ib&#233;rica won a &#8364;20M contract to deliver the Canary Islands&#8217; Earth-observation constellation, including the ground segment and operations for three 20-30 kg satellites plus a 2027 technology demonstrator, to support climate impacts monitoring, resource management, and emergency response.</p><div><hr></div><p><strong>ICEYE Launches New Deforestation Monitoring Tool</strong> [<a href="https://payloadspace.com/iceye-launches-new-deforestation-monitoring-tool/">link</a>]<br>ICEYE launched a SAR-based deforestation monitoring tool to provide near-real-time detections of illegal forest clearing.</p><div><hr></div><p><strong>NRO Awards Contracts to Three Remote Sensing Companies</strong> [<a href="https://payloadspace.com/nro-awards-contracts-to-three-remote-sensing-companies/">link</a>]<br>The U.S. National Reconnaissance Office awarded the first three "Strategic Commercial Enhancements" contracts under its Commercial Solutions Opening to HEO (non-Earth imagery), SatVu (medium-wave infrared thermal imagery), and Sierra Nevada Corporation (radio-frequency sensing), expanding access to multi-phenomenology commercial remote sensing data.</p><div><hr></div><p><strong>Methane Monitoring Science Act</strong> [<a href="https://payloadspace.com/bill-spotlight-methane-monitoring-science-act/">link</a>]<br>U.S. Reps. Don Beyer (D-VA) and Pat Harrigan (R-NC) introduced the Methane Monitoring Science Act, directing NASA to assess methane-monitoring technology and improve data sharing across government and industry to help detect and stop leaks from sources including oil and gas operations and agriculture.</p><div><hr></div><p><strong>BlackSky&#8217;s Growth Contracts in 2025 for Second Year</strong> [<a href="https://www.satellitetoday.com/finance/2026/02/26/blackskys-growth-contracts-in-2025-for-second-year/">link</a>]<br>BlackSky reported $106.6M in 2025 revenue (+4.4% YoY) with a 32% backlog increase to $345M driven by $240M in contract bookings, even as net loss widened to $70.3M, with management pointing to near-record Q4 performance tied to Gen-3 satellite deployment and demonstrations.</p><p><strong>Related:</strong></p><ul><li><p><strong>NGA Awards BlackSky Seven-Figure Order on Luno A Contract</strong> [<a href="https://www.satellitetoday.com/government-military/2026/03/05/nga-awards-blacksky-seven-figure-order-on-luno-a-contract/">link</a>]<br>BlackSky secured a seven-figure renewal order from NGA under the Luno A Facility Monitoring Delivery Order, continuing its high-cadence, AI-enabled change detection to track activity and anomalies at military and economic sites worldwide.</p></li><li><p><strong>BlackSky International Customer Orders Gen-3 Satellite for Sovereign Access</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2026/02/17/blacksky-international-customer-orders-gen-3-satellite-for-sovereign-access/">link</a>]<br>BlackSky signed a deal with an unnamed international customer for a dedicated Gen-3 satellite plus BlackSky&#8217;s imagery and AI-enabled analytics, offering a sovereign space-based intelligence capability (including 35 cm imaging) for dynamic monitoring of the customer&#8217;s national and regional areas of interest.</p></li></ul><div><hr></div><p><strong>Axelspace and Synspective Lock In Imagery Contracts for Japanese Constellation</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2026/02/20/axelspace-and-synspective-lock-in-imagery-contracts-for-japanese-constellation/">link</a>]<br>Axelspace and Synspective finalised contracts (via the Tri-Sat Constellation consortium led by SKY Perfect JSAT, Mitsubishi Electric and Mitsui) to supply optical and SAR imagery to Japan&#8217;s Ministry of Defense for its planned privately operated constellation, with services running through March 2031.</p><div><hr></div><p><strong>Planet and AXA Partner for AI-Powered Risk Management Platform</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2026/02/13/planet-and-axa-partner-for-ai-powered-risk-management-platform/">link</a>]<br>Planet Labs&#8217; German subsidiary is partnering with AXA&#8217;s new Digital Commercial Platform (AXA DCP) to feed Planet&#8217;s high- and medium-resolution imagery and near-daily basemaps into an AI-powered risk management system to monitor and anticipate disasters like floods, wildfires, and hurricanes.</p><div><hr></div><p><strong>Sidus Space Forms New EO Partnership with Simera Sense</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2026/02/10/sidus-space-forms-new-eo-partnership-with-simera-sense/">link</a>]<br>Sidus Space partnered with Simera Sense to develop next-generation hyperspectral imaging with in-orbit processing and analytics by combining Simera&#8217;s sensors with Sidus&#8217; FeatherEdge hardware and Cielo AI software, aiming to cut ground-processing dependency and deliver faster, more actionable EO insights for government and commercial missions.</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>GeoTessera - Python library for the Tessera embeddings</strong> [<a href="https://github.com/ucam-eo/geotessera">link</a>]<br>"GeoTessera provides access to geospatial embeddings from the Tessera foundation model, which processes Sentinel-1 and Sentinel-2 satellite imagery to generate 128-channel representation maps at 10m resolution. These embeddings compress a full year of temporal-spectral features into dense representations optimised for downstream geospatial analysis tasks. Read more details about the model."</p><div><hr></div><p><strong>Open source Innovation Clusters code</strong> [<a href="https://www.linkedin.com/feed/update/urn:li:activity:7429202174905122816/">link</a>]<br>DSIT&#8217;s Data Science team has open sourced the Innovation Clusters map front end, an award recognised tool showcasing 3,000 innovation clusters across 85 sectors, so others can learn from and build their own accessible, data driven mapping tools.</p><ul><li><p><strong>GitHub Repo</strong> [<a href="https://github.com/dsit-data-science/innovation-clusters-public">link</a>]</p></li><li><p><strong>Live tool</strong> [<a href="https://www.innovationclusters.dsit.gov.uk/">link</a>]</p></li></ul><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IjNh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IjNh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png 424w, https://substackcdn.com/image/fetch/$s_!IjNh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png 848w, https://substackcdn.com/image/fetch/$s_!IjNh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png 1272w, https://substackcdn.com/image/fetch/$s_!IjNh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IjNh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png" width="2918" height="1641" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1641,&quot;width&quot;:2918,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:899861,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/188187384?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21ce3cae-8554-4b82-b6f7-8ab94c090d5b_2940x1658.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!IjNh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png 424w, https://substackcdn.com/image/fetch/$s_!IjNh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png 848w, https://substackcdn.com/image/fetch/$s_!IjNh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png 1272w, https://substackcdn.com/image/fetch/$s_!IjNh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59e61830-28df-42e4-a265-8e1602b8c511_2918x1641.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>stac-map</strong> [<a href="https://github.com/developmentseed/stac-map">link</a>]<br>A map-first STAC search and visualization tool, with stac-geoparquet support.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!dV2r!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!dV2r!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png 424w, https://substackcdn.com/image/fetch/$s_!dV2r!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png 848w, https://substackcdn.com/image/fetch/$s_!dV2r!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png 1272w, https://substackcdn.com/image/fetch/$s_!dV2r!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!dV2r!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png" width="1456" height="777" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:777,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!dV2r!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png 424w, https://substackcdn.com/image/fetch/$s_!dV2r!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png 848w, https://substackcdn.com/image/fetch/$s_!dV2r!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png 1272w, https://substackcdn.com/image/fetch/$s_!dV2r!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb7f4b6f-71d4-4f31-98b5-c57897f8d01a_1885x1006.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>TorchGeo 0.9.0</strong> [<a href="https://github.com/torchgeo/torchgeo/releases/tag/v0.9.0">link</a>]<br>TorchGeo v0.9.0 adds 13 new datasets, introduces precomputed "Earth embeddings" datasets, and improves time-series and change-detection support, with some breaking changes on the road to 1.0.</p><div><hr></div><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;6813bacf-bfc7-4191-b269-d5ebe941fc9c&quot;,&quot;duration&quot;:null}"></div><p><strong>HyperCoast QGIS plugin</strong> [<a href="https://www.linkedin.com/posts/giswqs_geospatial-opensource-hyperspectral-ugcPost-7404964417672749059-WwPH/">link</a>]<br><a href="https://www.linkedin.com/in/giswqs/">Qiusheng Wu</a> shared a tutorial introducing the HyperCoast QGIS plugin, which helps users open, inspect, and visualize hyperspectral datasets in QGIS from missions like AVIRIS, NEON, PACE, EMIT, DESIS, PRISMA, and EnMAP, with support for related datasets such as ECOSTRESS.</p><p><em>Screencast video credit: Qiusheng Wu</em></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Data</h2><p><strong>Over 100,000 New Data Files Available from NISAR</strong> [<a href="https://www.earthdata.nasa.gov/data/alerts-outages/over-100000-new-data-files-available-from-nisar">link</a>]<br>"The NISAR (NASA-ISRO Synthetic Aperture Radar) mission team has released new Level-1 to Level-3 L-band data products via the Alaska Satellite Facility DAAC.</p><p>This is the second publication of NISAR data since the satellite&#8217;s launch in July 2025. The new data collections capture a sampling of locations around the world that will help users develop workflows in accessing files, get more familiar with the data files themselves, and have the ability to create a time-series with the data."</p><p><strong>NISAR Data User Guide</strong> [<a href="https://nisar-docs.asf.alaska.edu/">link</a>]</p><div><hr></div><p><strong>CarbonPlan launches Open Climate Risk for building-level U.S. wildfire risk</strong> [<a href="https://www.linkedin.com/posts/today-were-launching-open-climate-risk-ugcPost-7427022422266052608-5vM7/">link</a>]<br>CarbonPlan launched Open Climate Risk, a fully open and free-to-access option for building-level climate risk data in the United States (starting with wildfire), built to address the high cost and limited transparency of proprietary risk models.</p><p><strong>Open Climate Risk Explorer</strong> [<a href="https://carbonplan.org/research/climate-risk">link</a>]</p><div><hr></div><p><strong>NASA PACE cloud height data quality page gets a major update</strong> [<a href="https://www.linkedin.com/posts/andrewmsayer_weve-just-made-a-fairly-big-update-to-our-share-7427058635589038082-dhYz">link</a>]<br><a href="https://www.linkedin.com/in/andrewmsayer/">Andrew Sayer</a> shared a major update to a public page that checks the quality of NASA PACE cloud-height measurements by comparing them with ground-based observations from monitoring sites. The update adds results from about the first 1.5 years of the mission and gives users an early, practical view of data quality (including downloadable site-level comparisons) ahead of a future journal paper.</p><p><strong>NASA PACE Cloud Top Height</strong> [<a href="https://pace.oceansciences.org/pace_cloud_top_height.htm">link</a>]</p><div><hr></div><p><strong>Earth Blox dataset review: MODIS Net Primary Productivity (NPP)</strong> [<a href="https://www.earthblox.io/resources/earth-blox-dataset-review-modis-net-primary-productivity-npp-dataset">link</a>]<br>EarthBlox highlights MODIS NPP (gap-filled MOD17A3HGF v6.1) as the most consistent long-term global record of terrestrial carbon fixation since 2001, and positions it as a practical backbone for nature-related disclosure and compliance, including TNFD (Taskforce on Nature-related Financial Disclosures) and the EU&#8217;s CSRD (Corporate Sustainability Reporting Directive), for baseline-setting and chronic nature-risk assessment.</p><div><hr></div><p><strong>Pioneering Satellite Data Enhances Ocean and Sea-Level Monitoring</strong> [<a href="https://marine.copernicus.eu/news/pioneering-satellite-data-enhances-ocean-and-sea-level-monitoring">link</a>]<br>Copernicus Marine introduced a new global altimetry dataset that significantly improves how scientists observe the ocean by merging traditional nadir altimetry with SWOT KaRIn measurements to deliver higher-resolution sea-surface-height fields, improving monitoring of ocean circulation, mesoscale variability, and coastal sea-level change.</p><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!E5HB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!E5HB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg 424w, https://substackcdn.com/image/fetch/$s_!E5HB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg 848w, https://substackcdn.com/image/fetch/$s_!E5HB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!E5HB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!E5HB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg" width="1456" height="1660" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1660,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7300119,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/188187384?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!E5HB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg 424w, https://substackcdn.com/image/fetch/$s_!E5HB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg 848w, https://substackcdn.com/image/fetch/$s_!E5HB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!E5HB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fe8e6fd-919f-4c16-ae7a-d8a5da92064c_6532x7446.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Credit: contains modified Copernicus Sentinel data (2026), processed by ESA</figcaption></figure></div><p><strong>Earth from Space: Terra Nova Bay, Antarctica</strong> [<a href="https://www.esa.int/ESA_Multimedia/Images/2026/02/Earth_from_Space_Terra_Nova_Bay_Antarctica">link</a>]<br>A Copernicus Sentinel-2 image of Terra Nova Bay in East Antarctica (14 February) captures late-summer minimum sea-ice conditions, with drifting white floes and icebergs tracing swirling ocean currents between Cape Washington and the Drygalski Ice Tongue.</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting read</h2><p><strong>NASA Lifelines - 2025 Year In Review</strong> [<a href="https://nasalifelines.org/2025-year-in-review/">link</a>]<br>NASA Lifelines has published the full 2025 Year in Review, showing how they are turning Earth observation into real world humanitarian impact through programmes like Ready for Impact, Speed Dating, fellowships, and Supper Clubs. Highlights include engaging over 1,000 experts, supporting teams working with satellite imagery and GeoAI across multiple regions, and scaling partnerships that bring funding and technical support into the community.</p><div><hr></div><p><strong>When Kepler Meets Turing</strong> [<a href="https://jonny-dyer.com/blog/kepler-turing/">link</a>]<br>In his essay, Muon Space CEO <a href="https://www.linkedin.com/in/jonny-dyer-1870085/">Jonny Dyer</a> argues that orbital data centers are "inevitable", but the real story is a broader space technology revolution: as launch gets cheaper and AI drives a surge in demand for compute and power, space systems and Earth-based infrastructure are likely to merge into a single, tightly connected global stack, creating major opportunities and new risks over the next 20 years.</p><div><hr></div><p><strong>Reducing Government Costs and Increasing Access to Greenspaces in the United Kingdom with DINO</strong> [<a href="https://ai.meta.com/blog/forest-research-dino/">link</a>]<br>Forest Research in the UK is applying the open-source DINOv2 model &#8212; trained on 18 million satellite images to generate a high-resolution canopy-height map capable of detecting individual trees globally &#8212; to improve the detection of small woodlands and urban canopy, reduce reliance on costly LiDAR surveys, and strengthen the evidence base for government greenspace and environmental monitoring decisions.</p><div><hr></div><p><strong>Cows going global &#8211; reflections on a year mapping manure around the world</strong> [<a href="https://www.earthgenome.org/blog/cows-going-global---reflections-on-a-year-mapping-manure-around-the-world">link</a>]<br>Earth Genome&#8217;s post reflects on a year of mapping cattle facilities and manure-related signatures around the world for Climate TRACE, using Earth Index and foundation-model embeddings on satellite imagery to help improve greenhouse-gas emissions tracking. It also shares technical scaling lessons (global transferability limits, larger regional models) and highlights ongoing work on a proposed Bovine Slurry Index (BSI) to improve remote sensing detection of cattle pens and liquid manure waste.</p><div><hr></div><p><strong>Build your own probability of fire model</strong> [<a href="https://www.ecmwf.int/en/about/media-centre/science-blog/2026/build-your-own-probability-fire-model">link</a>]<br>ECMWF introduced the Probability of Fire (PoF)-Toolbox, a lightweight set of reproducible Jupyter notebooks (plus a starter dataset) that lets users build, train, and deploy local machine-learning fire-danger models using their own data.</p><div><hr></div><p><strong>Using satellite images to support erosion control in Madagascar</strong> [<a href="https://gda.esa.int/story/using-satellite-images-to-support-erosion-control-in-madagascar-2/">link</a>]<br>Through ESA&#8217;s Global Development Assistance (GDA) Fast Earth Observation Co-Financing Facility, the German Development Bank KfW supported Madagascar&#8217;s anti-erosion and reforestation programme by adding satellite monitoring for fires, reforestation progress, and forest biomass, giving funders and national institutions clearer, evidence-based tracking at scale.</p><div><hr></div><p><strong>Using &#934;-lab&#8217;s machine learning algorithms to fight mosquito-borne outbreaks in Brazil and Peru</strong> [<a href="https://philab.esa.int/using-%cf%86-labs-machine-learning-algorithms-to-fight-mosquito-borne-outbreaks-in-brazil-and-peru/">link</a>]<br>ESA &#934;-lab highlights DIRE (Disease Incidence and Resource Estimator), a predictive mapping and decision-support platform that uses a climate-based ensemble machine-learning approach developed by &#934;-lab for UNICEF to forecast dengue and malaria risk in Brazil and Peru, and estimate the resources and costs needed for response.</p><div><hr></div><p><strong>Drifting away from MODIS in the CAMS Global Fire Assimilation System</strong> [<a href="https://atmosphere.copernicus.eu/drifting-away-modis-cams-global-fire-assimilation-system">link</a>]<br>The Copernicus Atmosphere Monitoring Service (CAMS) is going through a major transition in its global fire monitoring as NASA&#8217;s long-running MODIS instruments on Terra and Aqua approach retirement, expanding GFAS to incorporate VIIRS and Copernicus Sentinel-3 inputs to maintain a continuous global fire-emissions record.</p><div><hr></div><h2>LinkedIn Highlights</h2><p><strong>Earth observation VS geospatial VS remote sensing</strong> [<a href="https://www.linkedin.com/posts/aravindravichandran_i-think-it-is-about-time-we-stop-conflating-share-7423010823440175104-eprh/">link</a>]<br>Classic debate: Aravind is separating EO, remote sensing, and geospatial into practice, science, and discipline, and the comments section is on fire.</p><div><hr></div><h2>Climate</h2><p><strong>Visualising Climate 2026</strong> [<a href="https://visualisingclimate.com/">link</a>]<br>"The first global conference dedicated to how data visualisation can transform public understanding of our changing planet and support informed decision-making in the face of climate challenges."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!bRnf!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!bRnf!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!bRnf!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!bRnf!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!bRnf!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!bRnf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg" width="800" height="1000" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1000,&quot;width&quot;:800,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!bRnf!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!bRnf!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!bRnf!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!bRnf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a0ee269-e78d-4595-94f5-47e2622dc097_800x1000.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Global Climate Highlights 2025</strong> [<a href="https://climate.copernicus.eu/global-climate-highlights-2025">link</a>]<br>The Copernicus Climate Change Service&#8217;s Global Climate Highlights 2025 report provides a brief synopsis of the state of global climate in 2025, based mainly on ECMWF&#8217;s ERA5 reanalysis, covering air temperature, sea-surface temperature and polar sea ice, and putting results in the context of the Paris Agreement targets.</p><p>Key highlights:</p><ul><li><p><strong>2025 was the third-warmest year on record (ERA5):</strong> global average 14.97&#176;C, +0.59&#176;C vs 1991&#8211;2020, about +1.47&#176;C vs 1850-1900.</p></li><li><p><strong>Near-1.5&#176;C context:</strong> 2025 itself did not reach 1.5&#176;C above pre-industrial, but the 2023&#8211;2025 three-year average did (first time in the instrumental record, per ERA5).</p></li><li><p><strong>Persistent high ocean warmth:</strong> extra-polar sea-surface temperature ranked third-highest in 2025, remaining historically high despite mostly neutral to weak La Ni&#241;a conditions.</p></li><li><p><strong>Sea ice lows:</strong> February 2025 saw the lowest global sea-ice extent for any month in the satellite era, driven by very low Arctic ice and below-average Antarctic ice.</p></li><li><p><strong>Extremes continued:</strong> 2025 featured major impacts from floods, heatwaves, drought and wildfires, and half the globe saw more days than average with at least strong heat stress.</p></li></ul><p><strong>Full report</strong> [<a href="https://climate.copernicus.eu/sites/default/files/custom-uploads/GCH-2025/GCH2025-full-report.pdf">link</a>]<br><strong>Interactive graphics gallery</strong> [<a href="https://climate.copernicus.eu/GCH2025-graphics-gallery">link</a>]</p><div><hr></div><h2>Upcoming Events</h2><p><strong>PACE Applications Workshop: Putting PACE Data to Work Across the Earth System</strong> [<a href="https://pace.oceansciences.org/events_more.htm?id=84">link</a>]<br>NASA&#8217;s PACE Applications Team is hosting a free, virtual PACE Applications Workshop on 11-12 March 2026 to help current and prospective users put PACE data to work across aquatic (e.g., harmful algal blooms, fisheries, public health), atmospheric (air quality, modeling), and terrestrial (agriculture, forestry) applications, with talks plus capacity-building demos and tutorials.</p><div><hr></div><p><strong>Live Browsing Sentinel Zarr &#8211; EOPF Explorer Launch Webinar</strong> [<a href="https://www.tickettailor.com/events/thrivegeo/2055688">link</a>]<br>"Join ESA, Development Seed, EOX, and thriveGEO for the official launch of the EOPF Sentinel Zarr Explorer &#8211; a new platform bringing cloud-native visualisation to Sentinel data."</p><p><em>Mon 9 Mar 2026 15:00 - 16:00 CET<br>Online, Zoom</em></p><div><hr></div><p><strong>Artificial intelligence and earth observation: From innovation to services</strong> [<a href="https://defence-industry-space.ec.europa.eu/artificial-intelligence-and-earth-observation-innovation-services-2026-03-09_en">link</a>]<br>The European Commission (DG DEFIS, with HaDEA support) is hosting a hybrid workshop in Brussels on 9-10 March 2026 on how AI and other new digital technologies can turn Copernicus Earth observation data into reliable services, and how Copernicus can link with DestinE. The event includes keynotes, technical briefings, panels and hands-on demos, with online streaming available (on-site registration is closed).</p><div><hr></div><p><strong>LST_cci Workshop 12-14 May 2026</strong> [<a href="https://www.eventbrite.com/e/lst-cci-workshop-12-14-may-2026-tickets-1977619731854">link</a>]<br>The ESA Climate Change Initiative Land Surface Temperature (LST_cci) project is running a user workshop on 1-&#8211;14 May 2026 at the Met Office in Exeter, focused on satellite land surface temperature products, user requirements and applications, with an ESMValTool training session on the final day.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ehWV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ehWV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png 424w, https://substackcdn.com/image/fetch/$s_!ehWV!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png 848w, https://substackcdn.com/image/fetch/$s_!ehWV!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png 1272w, https://substackcdn.com/image/fetch/$s_!ehWV!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ehWV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png" width="1024" height="492" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:492,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!ehWV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png 424w, https://substackcdn.com/image/fetch/$s_!ehWV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png 848w, https://substackcdn.com/image/fetch/$s_!ehWV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png 1272w, https://substackcdn.com/image/fetch/$s_!ehWV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fd681d6-15c5-4bf8-94cb-db2968754b34_1024x492.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>2026 Data Fusion Contest</strong> [<a href="https://www.grss-ieee.org/community/technical-committees/2026-data-fusion-contest/">link</a>]<br>The 2026 IEEE GRSS Data Fusion Contest invites participants to tackle "SAR Temporal Storytelling" by developing methods on open, densely sampled InSAR-compatible stacks of very-high-resolution X-band SAR imagery from a commercial constellation, with winners showcased at IGARSS 2026.</p><div><hr></div><h2>Learning</h2><div id="youtube2-1IIuibAei4g" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;1IIuibAei4g&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/1IIuibAei4g?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>"Watch the replay of this Copernicus Marine webinar showcasing how Python can be used to analyse marine data, with a focus on sea surface temperature trends under climate change in the Black Sea. The session presents practical examples using Copernicus Marine products for data access, analysis, and visualisation."</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-130?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-130?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-130?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #129]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-129</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-129</guid><pubDate>Tue, 10 Feb 2026 07:32:38 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!3c1y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 News</h2><p><strong>NASA Selects Two Earth System Explorers Missions</strong> [<a href="https://www.nasa.gov/news-release/nasa-selects-two-earth-system-explorers-missions/">link</a>]<br>NASA has selected two Earth System Explorers missions, STRIVE and EDGE, for continued development, with confirmation reviews planned for 2027 and launches no earlier than 2030. STRIVE is designed to deliver daily, near-global vertically resolved measurements of atmospheric temperature, aerosols, ozone, and trace gases, while EDGE will map 3D ecosystem structure and the surface topography of glaciers and sea ice, extending capabilities beyond ICESat-2 and GEDI.</p><div><hr></div><p><strong>German AI company LiveEO launches its own satellite constellation to monitor critical infrastructure </strong>[<a href="https://www.live-eo.com/company/press/german-ai-company-liveeo-launches-its-own-satellite-constellation">link</a>]<br>LiveEO announced Twinspector, a new high-resolution 3D Earth observation satellite constellation built with German partners to support large-scale monitoring of critical infrastructure.</p><div><hr></div><p><strong>ESA&#8217;s Earth Observation programme now has its own linkedin page</strong> [<a href="https://www.linkedin.com/feed/update/urn:li:ugcPost:7424037751467048962/">link</a>]</p><div><hr></div><p><strong>Earthmover announced a Data Marketplace</strong> [<a href="https://www.linkedin.com/posts/earthmover_announcing-the-earthmover-data-marketplace-activity-7420139969832263680-ZA65">link</a>]<br>Earthmover launched a cloud-native Data Marketplace for weather, climate, and EO datasets, offering instant access to analysis-ready data (no downloads or ingestion) in Icechunk format from providers like ECMWF/NOAA and several AI-forecast partners.</p><div><hr></div><p><strong>UK Space Agency Seeks Satellite Direct-to-Device Solutions for Delayed Emergency Services Network</strong> [<a href="https://news.satnews.com/2026/01/05/uk-space-agency-seeks-satellite-direct-to-device-solutions-for-delayed-emergency-services-network/">link</a>]<br>The UK Space Agency has asked industry for proposals to add satellite direct-to-device connectivity to the UK Emergency Services Network, aiming to close rural and coastal coverage gaps and provide resilient messaging and location services when terrestrial networks fall short.</p><div><hr></div><p><strong>Arianespace to launch first batch of Amazon Leo satellites with the first Ariane 64, on February 12, 2026 </strong>[<a href="https://news.satnews.com/2026/01/19/google-addresses-orbital-debris-risks-for-project-suncatcher-ai-constellation/">link</a>]<br>Arianespace announced that the first Ariane 64 flight (VA267) is scheduled for Feb 12, 2026 from French Guiana, deploying 32 Amazon Leo satellites and kicking off a planned 18-launch series for the constellation.</p><div><hr></div><p><strong>Tomorrow.io Announces $175M Financing to Deploy DeepSky, The World&#8217;s First AI-Native Weather Satellite Constellation</strong> [<a href="https://www.tomorrow.io/blog/tomorrow-io-announces-175m-financing-to-deploy-deepsky-the-worlds-first-ai-native-weather-satellite-constellation/#:~:text=BOSTON%2C%20MA%20%E2%80%93%20February%203%2C,the%20rapid%20expansion%20of%20Tomorrow.">link</a>]<br>Tomorrow.io announced a $175M financing round to accelerate deployment of DeepSky, described as an AI native weather satellite constellation designed to increase atmospheric observation density and refresh rates for forecasting and decision intelligence, building on its first 13 satellite constellation that it says already delivers 60 minute global revisit.</p><div><hr></div><p><strong>Vantor Wins NGA Luno B Contract to Deliver AI-Powered Global Change Detection</strong> [<a href="https://www.businesswire.com/news/home/20260205292272/en/Vantor-Wins-NGA-Luno-B-Contract-to-Deliver-AI-Powered-Global-Change-Detection">link</a>]<br>Vantor won a $5.3M National Geospatial-Intelligence Agency Luno B contract to deliver AI-powered global change detection by fusing data from multiple satellite constellations, including electro optical and SAR, to rapidly flag terrain and land cover changes and help keep NGA mapping products up to date for missions ranging from disaster response to conflict monitoring.</p><div><hr></div><p><strong>Brazil&#8217;s Amazonia-1B Satellite to Be Launched Aboard Vega C</strong> [<a href="https://europeanspaceflight.com/brazils-amazonia-1b-satellite-to-be-launched-aboard-vega-c/">link</a>]<br>Brazil&#8217;s INPE selected SpaceLaunch to fly the Amazonia-1B Earth observation satellite on Avio&#8217;s Vega C in 2027, expanding Brazil&#8217;s capability to monitor Amazon deforestation and support national agricultural mapping.</p><div><hr></div><p><strong>Singapore to set up national space agency on April 1 to develop and run space capabilities</strong> [<a href="https://www.straitstimes.com/singapore/transport/spore-to-set-up-national-space-agency-on-april-1-to-develop-and-run-space-capabilities">link</a>]<br>Singapore will launch the National Space Agency of Singapore on April 1, bringing satellite tasking, geospatial analytics, and space-safety capabilities under one national hub.</p><div><hr></div><p><strong>ExoAnalytic to build fire tracking visualisation tools for Earth Fire Alliance</strong> [<a href="https://internationalfireandsafetyjournal.com/exoanalytic-firesat-tools/">link</a>]<br>ExoAnalytic will develop visualization tools for Earth Fire Alliance&#8217;s FireSat, letting users see real-time and upcoming satellite tracks plus the 1,500-km swath footprints as the system expands beyond the March 2025 protoflight built by Muon Space.</p><div><hr></div><p><strong>From Satellite to Production Site: A Pilot Project for Integrating AI into Global Supply Chain Mapping</strong> [<a href="https://blog.opensupplyhub.org/2026/02/02/from-satellite-to-production-site-a-pilot-project-for-integrating-ai-into-global-supply-chain-mapping/">link</a>]<br>Open Supply Hub and Earth Genome are running a 12-month pilot funded by Patrick J. McGovern Foundation to use satellite imagery + the Earth Index and a human-in-the-loop workflow to uncover and verify previously unmapped production sites, expanding open supply-chain transparency.</p><div><hr></div><p><strong>Exotrail and Astroscale France join forces to build deorbiting capability for LEO</strong> [<a href="https://spacenews.com/exotrail-and-astroscale-france-join-forces-to-build-deorbiting-capability-for-leo/">link</a>]<br>French startups Exotrail and Astroscale France have partnered on a France 2030&#8211;backed plan to demo a LEO deorbiting mission&#8212;combining Exotrail&#8217;s service vehicle with Astroscale&#8217;s rendezvous/proximity tech, pending government selection (decision expected by summer 2026) with a target launch around 2030.</p><div><hr></div><p><strong>constellr launches commercial partnership with Japan&#8217;s premier space solutions provider SKY Perfect JSAT</strong> [<a href="https://www.linkedin.com/pulse/constellr-launches-commercial-partnership-japans-premier-space-lunhe/">link</a>]<br>SKY Perfect JSAT and constellr announced a commercial partnership to sell constellr&#8217;s high-resolution thermal infrared satellite data in Japan via SKY Perfect JSAT, with use cases including urban heat monitoring, wildfire detection, and infrastructure and maritime activity monitoring.</p><div><hr></div><p><strong>Europe&#8217;s digital Earth gets ready to grow user community</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Europe_s_digital_Earth_gets_ready_to_grow_user_community">link</a>]<br>Destination Earth (DestinE) is preparing to widen access ahead of Phase 3 (starting July 2026), with ESA (platform/services), EUMETSAT (data lake/edge) and ECMWF (digital twins/engine) planning a faster, more user-oriented platform from June 2026, an open call to add services, and continued growth beyond the 5,000+ current users.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!S8ru!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f116085-d7f2-49c1-b142-dfcc0228fcbb_1140x541.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!S8ru!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f116085-d7f2-49c1-b142-dfcc0228fcbb_1140x541.png 424w, https://substackcdn.com/image/fetch/$s_!S8ru!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f116085-d7f2-49c1-b142-dfcc0228fcbb_1140x541.png 848w, https://substackcdn.com/image/fetch/$s_!S8ru!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f116085-d7f2-49c1-b142-dfcc0228fcbb_1140x541.png 1272w, https://substackcdn.com/image/fetch/$s_!S8ru!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f116085-d7f2-49c1-b142-dfcc0228fcbb_1140x541.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!S8ru!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f116085-d7f2-49c1-b142-dfcc0228fcbb_1140x541.png" width="1140" height="541" 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https://substackcdn.com/image/fetch/$s_!S8ru!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f116085-d7f2-49c1-b142-dfcc0228fcbb_1140x541.png 848w, https://substackcdn.com/image/fetch/$s_!S8ru!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f116085-d7f2-49c1-b142-dfcc0228fcbb_1140x541.png 1272w, https://substackcdn.com/image/fetch/$s_!S8ru!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f116085-d7f2-49c1-b142-dfcc0228fcbb_1140x541.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Launch of the new Rapid Mapping Viewer</strong> [<a href="https://mapping.emergency.copernicus.eu/news/launch-of-the-new-rapid-mapping-viewer/">link</a>]<br>Copernicus EMS is launched a redesigned Rapid Mapping Viewer, adding in-app stats, activation API links, a new topographic basemap, and full mobile support while keeping all existing features.</p><div><hr></div><h2>Developer's Orbit</h2><div id="youtube2-9yrpwFrwbGY" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;9yrpwFrwbGY&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/9yrpwFrwbGY?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div><hr></div><p><strong>&#8220;annual&#8221; EO embeddings can capture sub-annual signals</strong> [<a href="https://www.linkedin.com/posts/samuel-barrett-b86b85171_great-writeup-by-madeline-lisaius-on-topic-share-7415103657752592384-B3xJ/">link</a>]<br>This could as well be a standalone blog post (and/or a published paper): <br><a href="https://www.linkedin.com/in/samuel-barrett-b86b85171/">Samuel Barrett</a> and <a href="https://www.linkedin.com/in/madeline-lisaius/">Madeline Lisaius</a> argue that &#8220;annual&#8221; EO embeddings can still preserve sub-annual signals, because the training objective encourages the model to encode salient events even when observations are sparse. <br>The practical takeaway is: if full-year embeddings already perform well, don&#8217;t over-specialise; and if you truly need in-season representations, you&#8217;ll likely need a model trained for that window, not just fewer input dates.</p><div><hr></div><p><strong>EnMAP-Box 3.17.1 is now available for download</strong> [<a href="https://www.linkedin.com/feed/update/urn:li:activity:7403713754728673280/">link</a>]<br>EnMAP-Box 3.17.1 is now available, adding a new Spectral Index Explorer for one-click index previews plus a revamped, more capable spectral library viewer with an interactive legend.</p><div><hr></div><p><strong>Introducing Async-GeoTIFF</strong> [<a href="https://developmentseed.org/async-geotiff/latest/blog/2026/02/03/introducing-async-geotiff/">link</a>]<br>Async-GeoTIFF is a new high-level Python library for reading GeoTIFFs and COGs with async I/O, designed to make concurrent cloud reads faster and easier. </p><div><hr></div><p><strong>Improved forest carbon estimation with AlphaEarth Foundations and Airborne LiDAR data</strong> [<a href="https://medium.com/google-earth/improved-forest-carbon-estimation-with-alphaearth-foundations-and-airborne-lidar-data-af2d93e94c55">link</a>]<br><a href="https://www.linkedin.com/in/john-kilbride-326623209/">John Kilbride</a> shared a workflow on the Google Earth / Earth Engine blog showing how to combine AlphaEarth Foundations embedding fields with airborne LiDAR to map forest structure for carbon monitoring and verification. They argue the embeddings can replace a lot of the usual satellite preprocessing and data-fusion overhead, making it easier to build repeatable, scalable mapping pipelines.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Data</h2><p><strong>NISAR Sample Data Products Available</strong> [<a href="https://www.earthdata.nasa.gov/news/nisar-sample-data-products-available">link</a>]<br>NASA and ISRO have released 25 sample NISAR Level 1&#8211;3 L-band data products to help users test workflows ahead of larger releases later in 2026, noting the datasets are not yet fully calibrated and include known artifacts and limitations discoverable via Earthdata Search and Vertex.</p><p><strong>Related:<br>Available NISAR Data</strong> [<a href="https://nisar-docs.asf.alaska.edu/availability-overview/">link</a>]</p><div><hr></div><p><strong>NASA and CNES Release Unprecedented Global River Discharge and Water Quality Estimates</strong> [<a href="https://www.earthdata.nasa.gov/news/nasa-cnes-release-unprecedented-global-river-discharge-water-quality-estimates">link</a>]<br>NASA and CNES released new SWOT Level 4 global river discharge and suspended-sediment estimates (including a consensus &#8220;SWOT Discharge&#8221;), generated with the open-source Confluence framework and now available via PO.DAAC and NASA Earthdata Search.</p><div><hr></div><p><strong>Land Surface Phenology V2: a new global reference for monitoring vegetation dynamics</strong> [<a href="https://land.copernicus.eu/en/news/land-surface-phenology-v2-a-new-global-reference-for-monitoring-vegetation-dynamics">link</a>]<br>Copernicus Land Monitoring Service Land Surface Phenology V2 (LSP V2) is a new global 300 m annual dataset (released each March) that harmonises PROBA-V (2014&#8211;2018) and Copernicus Sentinel-3 OLCI (2019&#8211;present) to deliver 13 consistent, PPI-based vegetation seasonality metrics with quality flags for monitoring climate impacts on ecosystems, drought, agriculture, and biodiversity worldwide.</p><div><hr></div><p><strong>Expanding access to Met Office data through the Microsoft Planetary Computer</strong> [<a href="https://www.metoffice.gov.uk/blog/2026/met-office-data-on-the-microsoft-planetary-computer">link</a>]<br>The Met Office has published its UK deterministic (2 km) and global deterministic (10 km) forecast datasets on Microsoft&#8217;s Planetary Computer. The release includes the latest forecasts plus a two-year archive of prior forecasts (over 600 TB), catalogued with STAC for easier discovery and programmatic access.</p><div><hr></div><p><strong>Landsat 8 and 9 data available in Copernicus Browser</strong> [<a href="https://dataspace.copernicus.eu/news/2026-1-12-landsat-8-and-9-data-available-copernicus-browser">link</a>]<br>Copernicus Browser now includes ongoing Landsat 8 &amp; 9 imagery, adding long-term optical + thermal observations (OLI/TIRS) as a complement to Sentinel-2, with Level-1 archive access from 2021 onward for viewing and quantitative analysis.</p><div><hr></div><p><strong>Planet&#8217;s Open STAC Catalog now has newly released open hyperspectral data</strong> [<a href="https://www.planet.com/data/stac/browser/tanager-core-imagery/catalog.json?.language=en">link</a>]<br>~100 new scenes with expanded global coverage, improved metadata, three new application categories, full core imagery assets, plus methane and max-sensitivity examples for select GHG scenes.</p><div><hr></div><p><strong>CMIP6 Climate Projections Now Live in Earth Data Hub as Zarr Datasets</strong> [<a href="https://www.linkedin.com/posts/alexamici_im-thrilled-to-announce-that-we-just-started-ugcPost-7424051617789915136-Ap1B/">link</a>]<br>Earth Data Hub now serves CMIP6 climate-model projections as ready-to-use Zarr datasets, starting with ~3TB of daily historical + ScenarioMIP data for six widely used models, so you can explore scenarios interactively with just Xarray/Zarr (plus a tutorial + repo), with more models planned. </p><ul><li><p><strong>CMIP6 climate-model projectionsd</strong> [<a href="https://earthdatahub.destine.eu/collections/cmip6">link</a>]</p></li><li><p><strong>Use case: CMIP6 Temperature Timeseries extraction</strong> [<a href="https://github.com/bopen/edh-learning/blob/main/notebooks/20-use-case-cmip6-rome.ipynb">link</a>]</p></li></ul><div><hr></div><p><strong>constellr thermal data now accessible via ESA Third Party Missions programme</strong> [<a href="https://www.linkedin.com/pulse/from-orbit-research-constellr-thermal-data-now-accessible-via-ntahe/">link</a>]<br>constellr&#8217;s SkyBee-1 and SkyBee-2 thermal infrared data is now available for non-commercial scientific research via ESA&#8217;s Third Party Missions programme, giving researchers access to operational land-surface temperature products through an ESA Announcement of Opportunity.</p><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!3c1y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!3c1y!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg 424w, https://substackcdn.com/image/fetch/$s_!3c1y!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg 848w, https://substackcdn.com/image/fetch/$s_!3c1y!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!3c1y!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!3c1y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg" width="1333" height="1333" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1333,&quot;width&quot;:1333,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2059107,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/185433896?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!3c1y!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg 424w, https://substackcdn.com/image/fetch/$s_!3c1y!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg 848w, https://substackcdn.com/image/fetch/$s_!3c1y!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!3c1y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa105fe2e-9b4d-4493-8b85-1140d88e0c7d_1333x1333.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Global surface and cloud-top temperatures by MTG-Sounder. Credit: Data processed by industrial partners Thales and OHB, under the supervision of Eumetsat and ESA. Visual produced by Eumetsat. [<a href="https://www.esa.int/Applications/Observing_the_Earth/Meteorological_missions/meteosat_third_generation/Europe_s_next-generation_weather_satellite_sends_back_first_images">link</a>]</figcaption></figure></div><p><strong>Europe&#8217;s next-generation weather satellite sends back first images</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Meteorological_missions/meteosat_third_generation/Europe_s_next-generation_weather_satellite_sends_back_first_images">link</a>]<br>"The first images from the Meteosat Third Generation-Sounder satellite have been shared at the European Space Conference in Brussels, showing how the mission will provide data on temperature and humidity, for more accurate weather forecasting over Europe and northern Africa."</p><p><strong>Related:<br>See into Earth&#8217;s atmosphere like never before</strong> [<a href="https://www.eumetsat.int/features/see-earths-atmosphere-never">link</a>]</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting read</h2><p><strong>Visions of Earth Intelligence</strong> [<a href="https://www.linkedin.com/pulse/visions-earth-intelligence-bruno-sanchez-andrade-nu%C3%B1o-pvpee/">link</a>]<br><a href="https://www.linkedin.com/in/nasonurb/">Bruno Sanchez-Andrade Nu&#241;o</a> argues that &#8220;Earth Intelligence&#8221; is less about collecting more satellite data and more about reducing the effort to answer &#8220;where is what&#8221; questions at planetary scale. He compares agentic workflows, embedding-based compression, and retrieval-first indexing, and makes the case that treating embeddings as an index can enable faster, cheaper discovery; then hand off to heavier models when deeper validation is needed.</p><div><hr></div><p><strong>Predicting Earth Observations</strong> [<a href="https://developmentseed.org/blog/2026-01-21-eo-predictor/">link</a>]<br>Development Seed introduced EO Predictor, a map-first tool that estimates where and when upcoming Earth observations may occur over the next 48 hours, using orbit data (via CelesTrak) and an automated pipeline to help users, especially disaster responders, find relevant imagery faster.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kzZx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kzZx!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif 424w, https://substackcdn.com/image/fetch/$s_!kzZx!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif 848w, https://substackcdn.com/image/fetch/$s_!kzZx!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif 1272w, https://substackcdn.com/image/fetch/$s_!kzZx!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kzZx!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif" width="1456" height="1092" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1092,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kzZx!,w_424,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif 424w, https://substackcdn.com/image/fetch/$s_!kzZx!,w_848,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif 848w, https://substackcdn.com/image/fetch/$s_!kzZx!,w_1272,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif 1272w, https://substackcdn.com/image/fetch/$s_!kzZx!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F057b98cf-f2a7-4ef6-bb9a-3be8154d5912_1920x1440.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Changes in methane concentration 2019&#8211;2022 [<a href="https://www.esa.int/ESA_Multimedia/Images/2026/02/Changes_in_methane_concentration_2019_2022">link</a>] Credit: ESA</figcaption></figure></div><p><strong>The curious case of why methane spiked around Covid</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/FutureEO/Space_for_our_climate/The_curious_case_of_why_methane_spiked_around_Covid">link</a>]<br>ESA highlights a new Science study led by <a href="https://www.agci.org/people/003Nu00000USAZyIAP/philippe-ciais?utm_source=chatgpt.com">Philippe Ciais</a> that reconstructs the 2019&#8211;2023 methane budget and explains why methane rose so sharply in 2020&#8211;2022, then slowed. The study points to a temporary dip in the atmosphere&#8217;s methane &#8220;sink&#8221; (lower hydroxyl radicals during lockdown-era chemistry changes) alongside higher wetland emissions under unusual climate conditions, with fossil fuels and wildfires playing a smaller role in that spike.</p><p><strong>Related:<br>Paper: Why methane surged in the atmosphere during the early 2020s</strong> [<a href="https://www.science.org/doi/10.1126/science.adx8262">link</a>]</p><div><hr></div><p><strong>How the EU Space Programme supports agriculture</strong> [<a href="https://www.copernicus.eu/en/news/news/observer-how-eu-space-programme-supports-agriculture">link</a>]<br>How the EU Space Programme supports agriculture, from CAP parcel monitoring with Sentinel 1 and Sentinel 2 to drought tracking and precision farming enabled by Galileo and EGNOS, with practical examples of how satellite data is making subsidy checks, water management, and farm operations more efficient and sustainable.</p><div><hr></div><p><strong>15 years of TanDEM-X &#8211; DLR&#8217;s pioneering Earth observation mission celebrates its anniversary</strong> [<a href="https://www.dlr.de/en/latest/news/2025/15-years-of-tandem-x-anniversary-for-the-pioneering-dlr-earth-observation-mission">link</a>]<br>DLR marks 15 years since TanDEM-X began operational acquisitions in December 2010 to generate a global digital elevation model that has since become a topographic reference, including as the freely accessible Copernicus DEM released in 2016. The mission flies the twin satellites TerraSAR-X (15 June 2007) and TanDEM-X (21 June 2010) in close formation for interferometric radar measurements, which are processed at Oberpfaffenhofen into a consistent global DEM with one-metre absolute vertical accuracy on a 12 m grid. Although designed for five years, the satellites have continued operating, enabling additional coverages and DEM change maps via DLR EOC Geoservice, with an independent 2017&#8211;2020 DEM planned via the TanDEM-X Science System from early 2026. Airbus Defence and Space markets the data commercially, while DLR is also outlining successor concepts such as MirrorSAR to improve DEM accuracy further.</p><div><hr></div><p><strong>For better winter weather forecasts &#8211; HALO measurement flights over the North Atlantic</strong> [<a href="https://www.dlr.de/en/latest/news/2026/for-better-winter-weather-forecasts-halo-measurement-flights-over-the-north-atlantic">link</a>]<br>An international research team has started the NAWDIC field campaign to improve winter weather forecasting by collecting high-detail observations over the North Atlantic, a region where routine measurements are limited. Using DLR&#8217;s HALO aircraft, equipped with lidar instruments including WALES (water vapour) and the first-use HEDWIG (wind) payload, the project will record continuous vertical profiles of wind, ozone, and humidity between the aircraft and the surface. The six-week campaign, launched on 13 January 2026 with flights based from Shannon Airport in Ireland, focuses on processes such as dry intrusions that can influence storms, heavy rainfall, and cold spells downstream across Western Europe, with the goal of feeding better observations into weather and climate models.</p><div><hr></div><p><strong>Arctic Weather Satellite paves way for constellation</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Meteorological_missions/Arctic_Weather_Satellite/Arctic_Weather_Satellite_paves_way_for_constellation">link</a>]<br>ESA&#8217;s Arctic Weather Satellite (launched Aug 2024) has proven the small-satellite approach and delivered microwave radiometer humidity/temperature data that ECMWF deemed so good it is being assimilated into forecasts. EUMETSAT confirmed the Polar System &#8211; Sterna constellation will go forward with first launches planned for 2029 (six satellites plus spares, replenished to deliver data to at least 2042).</p><div><hr></div><h2>Podcasts</h2><p><strong>EOcafe: ESA CM25 outcomes and opportunities: what&#8217;s next for the EO industry?</strong></p><div id="youtube2-KdjahF2oFto" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;KdjahF2oFto&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/KdjahF2oFto?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div><hr></div><p><strong>Scene From Above: S15E4: What &#8220;cloud-friendly&#8221; really means for Earth observation</strong> [<a href="https://scenefromabove.podbean.com/e/scene-from-above-%E2%80%94-season-15-episode-4-what-cloud-friendly-really-means-for-earth-observation/">link</a>]<br>In a Scene from Above interview, Development Seed data engineer <a href="https://www.linkedin.com/in/abarciauskas/">Aimee Barciauskas</a> explains that &#8220;cloud-friendly&#8221; Earth data is about network-optimized delivery and the surrounding ecosystem (metadata, indexes, libraries, interfaces), not just putting files in the cloud. Drawing on work with NASA&#8217;s ODSI/IMPACT, MAAP, and VEDA, she also highlights community efforts (Pangeo, CNG, ESIP) and the push toward more reproducible workflows.</p><ul><li><p>Listen to the full episode: [<a href="https://scenefromabove.podbean.com/e/scene-from-above-%E2%80%94-season-15-episode-4-what-cloud-friendly-really-means-for-earth-observation/">link</a>]</p></li><li><p>Watch the episode on YouTube: [<a href="https://www.youtube.com/watch?v=emJPeOeY-1Q">link</a>]</p></li></ul><div><hr></div><h2>LinkedIn Highlights</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ThGr!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ThGr!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ThGr!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ThGr!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ThGr!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ThGr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg" width="1024" height="1024" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1024,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!ThGr!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ThGr!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ThGr!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ThGr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff53a5123-a25b-44b2-b678-cabb27b54614_1024x1024.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>The GeoTIFF: The Raster That Survived the &#8216;90s</strong> [<a href="https://www.linkedin.com/posts/xdl_geotiff-gislife-geospatialtech-share-7411742936087990272-6e-e/">link</a>]</p><div><hr></div><p><strong>Some thoughts on AI writing</strong> [<a href="https://www.linkedin.com/feed/update/urn:li:activity:7406358072043945984/">link</a>]<br><em>"Reading something that is imperfect is a real treat these days."</em></p><div><hr></div><h2>Call for Abstracts</h2><p><strong>EarthCARE Science and Validation Workshop 2026</strong> [<a href="https://www.earthcare-science-validation-2026.org/">link</a>]<br><em>Deadline 27 February 2026</em></p><div><hr></div><h2>Upcoming Events</h2><p><strong>Announcing Sprints to Define Best Practices for Earth Observation Vector Embeddings</strong> [<a href="https://cloudnativegeo.org/blog/2026/01/announcing-sprints-to-define-best-practices-for-earth-observation-vector-embeddings/">link</a>]<br>"CNG, Planet, and Clark University are convening a two-day in-person sprint on March 10-11, 2026 at Clark University in Worcester, Massachusetts focused on defining patterns and best practices for Earth observation (EO) vector embeddings. The goal of this sprint is to collaboratively draft and align on a practical specification that can be tested, extended, and adopted by the broader EO community."</p><div><hr></div><p><strong>CDSE Webinar: Creating scalable EO workflows with CDSE, EarthCODE, and APEx</strong> [<a href="https://events.teams.microsoft.com/event/88405597-f018-4ae4-9b14-c9559bb81776@3382126a-a367-4d61-a0b7-fba907d8fe5c">link</a>]<br>A webinar on how Copernicus Data Space Ecosystem works with EarthCODE and APEx to move from tested EO experiments to scalable services via openEO, presented by VITO&#8217;s Bram Janssen.</p><div><hr></div><h2>Learning</h2><p><strong>First Basemap</strong> [<a href="https://www.linkedin.com/posts/palewire_im-happy-to-release-first-basemap-activity-7413972576751808512-5WoS">link</a>]<br>This step-by-step class shows how to generate a global interactive map using OpenStreetMap and PMTiles, powered by GitHub Actions and Amazon Web Services, then style and ship it with MapLibre.</p><div><hr></div><p><strong>Introduction to GDAL&#8217;s New Command Line Interface</strong></p><div id="youtube2-M0OS2TN4qLA" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;M0OS2TN4qLA&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/M0OS2TN4qLA?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div><hr></div><p><strong>5th NASA ICESat-2 data training webinar: "Laser Altimetry Applications for a Changing World: Working with ICESat-2 Inland Surface Water Data"</strong> [<a href="https://www.linkedin.com/posts/jennifer-brennan-92673812_laser-altimetry-applications-for-a-changing-share-7401664063082008576-mGyq/">link</a>]</p><ul><li><p><strong>Presentation Slides - Part 1:</strong> Introduction to ICESat-2 Data Training Webinar Series [<a href="https://earthdata.nasa.gov/s3fs-public/2025-11/IS2_Earthdata_webinar_20251119.pdf?VersionId=kt5ss9ETJYTfn1DbQzxN7BR9B3CA1dHC">link</a>]</p></li><li><p><strong>Presentation Slides - Part 2:</strong> Overview of ICESat-2 Inland Surface Water Products (ATL13 and ATL22) [<a href="https://earthdata.nasa.gov/s3fs-public/2025-11/Apl%20Sci%20ICESat2%20IW%20Products%20presentation%20Oct%202025%20111925%20mj%20draft%20for%20JB2.pdf?VersionId=Uu9pF45e1kgyETtAZ3YcqwgCSWyonFHE">link</a>]</p></li><li><p><strong>Presentation Slides - Part 3:</strong> ICESat-2 Data Access and Analysis with icepyx [<a href="https://earthdata.nasa.gov/s3fs-public/2025-11/2025-11-19_Earthdata_icepyx.pdf?VersionId=5fU4T1mdziIydY24n1plBBuRz8MGBuPG">link</a>]</p></li><li><p><strong>Jupyter Notebook icepyx demo</strong> [<a href="https://github.com/icesat2py/icepyx/blob/hydrology/doc/source/example_notebooks/IS2_atl13_hydrology.ipynb">link</a>]</p></li><li><p><strong>View recording</strong> [<a href="https://www.youtube.com/watch?v=JRl5e5Tz2FU">link</a>]</p></li></ul><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-129?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-129?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-129?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #128]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-128</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-128</guid><pubDate>Thu, 22 Jan 2026 17:17:25 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!WbcS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 News</h2><p><strong>Satellogic Signs $18MM USD Agreement with Portugal to Deliver Two Mark V High-Resolution Satellites</strong> [<a href="https://investors.satellogic.com/news-releases/news-release-details/satellogic-signs-18mm-usd-agreement-portugal-deliver-two-mark-v">link</a>]<br>Satellogic signed an $18M agreement with Portugal&#8217;s CEiiA, the Centre of Engineering and Product Development in Portugal, to deliver and deploy two 50 cm-class NewSat Mark V satellites, strengthening Portugal&#8217;s and Europe&#8217;s sovereign Earth-observation capabilities.</p><p>The satellites, part of the Atlantic Constellation, will transfer to Portuguese ownership and operational control in Q2 2026, with over 85% European-sourced components and a built-in knowledge-transfer program.</p><div><hr></div><p><strong>SkyFi Integrates Vantor Imagery and Analytics for On-Demand Earth Intelligence</strong> [<a href="https://skyfi.com/en/press/skyfi-integrates-vantor">link</a>]<br>SkyFi has integrated Vantor into its platform, enabling on-demand tasking and access to high-resolution satellite imagery, archives, and analytics. The partnership expands access to Vantor&#8217;s spatial content through SkyFi&#8217;s self-service tools, supporting use cases across defense, disaster response, urban planning, and infrastructure monitoring.</p><div><hr></div><p><strong>SkyFi Secures $12.7M Series A</strong> [<a href="https://skyfi.com/en/press/skyfi-series-a-12-7-million-2026">link</a>]<br>SkyFi has closed a $12.7 million oversubscribed Series A round to accelerate product development and expand access to satellite imagery and analytics. The round was co-led by Buoyant Ventures and IronGate Capital Advisors, with participation from several new and existing investors.</p><p>The funding will support improvements to SkyFi&#8217;s platform, including UI and analytics, and deeper partnerships with satellite operators. </p><div><hr></div><p><strong>Hydrosat Raises $60M in Series B Funding to Accelerate Growth</strong> [<a href="https://hydrosat.com/2026/01/15/hydrosat-raises-60m-in-series-b-funding-to-accelerate-growth/">link</a>]<br>Hydrosat has closed a $60 million Series B funding round to accelerate growth across commercial, civil government, and defense markets. The round was led by Hartree Partners, Subutai Capital Partners, and Space 4 Earth, with new participation from Truffle Capital and continued support from existing investors.</p><p>The funding will support global expansion and the next phase of Hydrosat&#8217;s thermal infrared constellation, which already delivers daily, field-scale temperature insights for water management, agriculture, and drought monitoring. With two satellites in orbit and AI-driven analytics, Hydrosat is positioning thermal data as core infrastructure for managing water stress, food security, and climate risk worldwide.</p><div><hr></div><p><strong>Planet Signs 9-Figure Deal with Sweden</strong> [<a href="https://investors.planet.com/news/news-details/2026/Planet-Signs-9-Figure-Deal-with-Sweden/default.aspx">link</a>]<br>Planet signed a multi-year, low nine-figure contract with the Swedish Armed Forces to deliver a dedicated suite of satellites, high-resolution data, and intelligence solutions for national security.</p><p>It is Planet&#8217;s third Satellite Services deal in 12 months, bringing total contracted value to over $500M across Sweden, Japan, and Germany, and reinforcing its rapidly deployed, sovereign EO model.</p><div><hr></div><p><strong>Eartheye Space Signs Asia-Pacific Contract for Multi-Sensor Earth Observation</strong> [<a href="https://eartheye.space/an-asia-pacific-customer-partners-with-eartheye-space-for-earth-observation-from-space/">link</a>]<br>Eartheye Space has signed a contract with an Asia-Pacific customer to deliver a large-scale situational awareness capability using hundreds of Earth observation satellites. The partnership provides multi-sensor tasking with enterprise and tip-and-cue workflows, including imaging and non-imaging sensors, with imaging resolutions starting at 15 cm.</p><div><hr></div><p><strong>CNES Awards Loft Orbital Contract for French Radar Imaging Demo</strong> [<a href="https://europeanspaceflight.com/cnes-awards-loft-orbital-contract-for-french-radar-imaging-demo/">link</a>]<br>CNES has awarded a &#8364;50 million contract to a consortium led by Loft Orbital to develop DESIR, a synthetic aperture radar Earth observation demonstrator aimed at strengthening France&#8217;s sovereign radar imaging capabilities. The project brings together Thales Alenia Space for the SAR payload and user ground segment, and TEKEVER France for the active antenna, with the satellite expected to enter service in early 2029 and operate for at least two years.</p><div><hr></div><p><strong>ICEYE expands SAR intelligence support for Ukraine</strong> [<a href="https://www.iceye.com/newsroom/press-releases/ukraine-expands-partnership-with-iceye">link</a>]<br>ICEYE has announced an expanded cooperation agreement with the Ministry of Defence of Ukraine, increasing the volume of high-resolution SAR imagery delivered to support tactical situational awareness.</p><p>The agreement builds on ICEYE&#8217;s support to Ukraine since 2022 and further integrates space-based intelligence into operational decision-making. The expanded access leverages ICEYE&#8217;s Gen4 SAR constellation, offering imagery at resolutions down to 16 cm.</p><div><hr></div><p><strong>Pinkmatter Europe Rebrands as FarEarth Labs</strong> [<a href="https://www.linkedin.com/posts/farearth-labs_pinkmatter-europe-is-now-farearth-labs-activity-7419326222771453952--D5i/">link</a>]<br>Pinkmatter Europe has rebranded as FarEarth Labs, sharpening its focus exclusively on the FarEarth platform for sensor calibration and operational image processing. </p><div><hr></div><p><strong>Sentinel-2A and Sentinel-2B Tandem Acquisitions</strong> [<a href="https://dataspace.copernicus.eu/news/2025-12-19-sentinel-2a-and-sentinel-2b-tandem-acquisitions">link</a>]<br>From 13 January to 08 March 2026, Sentinel-2A will pause its nominal acquisition mode to fly in a tandem configuration with Sentinel-2B, allowing both satellites to image the same targets under near-identical conditions, only ~30 seconds apart. This rare setup generates a high-quality reference dataset for fine-scale radiometric calibration across the constellation.</p><p>The campaign aims to complete the radiometric characterization of Sentinel-2 by tightening inter-satellite consistency, building on the earlier Sentinel-2A/2C cross-calibration during Sentinel-2C&#8217;s commissioning. Tandem data from both satellites will be disseminated through the Copernicus Data Space Ecosystem between 2 and 22 February 2026, ensuring improved radiometric robustness for all downstream Copernicus applications.</p><div><hr></div><p><strong>NOAA Deploys New AI Driven Global Weather Models</strong> [<a href="https://epic.noaa.gov/noaa-deploys-new-ai-driven-global-weather-models/">link</a>]<br>NOAA has operationally deployed a new suite of AI-driven global weather models, including AIGFS, AIGEFS, and the hybrid HGEFS, delivering faster forecasts, improved tropical cyclone guidance, and better representation of uncertainty with lower computational cost. Developed under Project EAGLE with support from the Earth Prediction Innovation Center, the models combine machine learning and physics-based approaches to advance next-generation operational weather prediction.</p><div><hr></div><p><strong>Arianespace to launch first Ariane 64 rocket on 12 Feb</strong> [<a href="https://europeanspaceflight.com/arianespace-to-launch-first-ariane-64-rocket-on-12-feb/">link</a>]<br>Arianespace will fly the first Ariane 6 mission in its four-booster Ariane 64 configuration on 12 February from the Guiana Space Centre. The launch marks a major milestone for the European launcher, doubling payload capacity compared to Ariane 62 and inaugurating both the 20-metre fairing and the start of Amazon&#8217;s broadband constellation deployment under an 18-flight contract.</p><div><hr></div><p><strong>Avio to Launch Four Earth Observation Satellites for Taiwan</strong> [<a href="https://europeanspaceflight.com/avio-to-launch-four-earth-observation-satellites-for-taiwan/">link</a>]<br>Taiwan Space Agency has awarded Avio a contract to launch four Earth observation satellites from its FORMOSAT programme aboard Vega C rockets. The missions will deploy two high-resolution optical satellites from FORMOSAT-8 and two SAR satellites from FORMOSAT-9, all launching from the Guiana Space Centre, further reinforcing Vega C&#8217;s role in international Earth observation missions following its return to flight.</p><div><hr></div><p><strong>Pixxel-Led Consortium Signs Agreement with IN-SPACe to Build India&#8217;s National EO Constellation</strong> [<a href="https://www.pixxel.space/news/pixxel-led-consortium-signs-agreement-with-in-space-to-build-indias-national-eo-constellation">link</a>]<br>Pixxel has signed an agreement with IN-SPACe to design, build, and operate India&#8217;s first privately led national Earth observation constellation under a public&#8211;private partnership.</p><p>The $150M program will deploy 12 multimodal satellites over five years, spanning optical, multispectral, SAR, and hyperspectral imaging. Led by Pixxel with Dhruva Space, PierSight, and Satsure, the constellation will serve Indian government needs while also supporting global commercial applications across agriculture, energy, environment, and infrastructure.</p><div><hr></div><p><strong>Polish Space Sector Achieves First Profitable Year Amid Record ESA Investment</strong> [<a href="https://news.satnews.com/2026/01/20/polish-space-sector-achieves-first-profitable-year-amid-record-esa-investment/">link</a>]<br>Poland&#8217;s space sector recorded its first combined annual profit in 2025, reflecting increased commercial activity, driven by defence procurement and higher national investment in European Space Agency programmes. Flagship initiatives such as the MikroSAR programme with ICEYE and a &#8364;731 million ESA commitment for 2026&#8211;2028 are positioning Poland as a regional hub for sovereign Earth observation, security, and dual-use space capabilities in Central and Eastern Europe.</p><div><hr></div><p><strong>ESA invites EO companies to help build parametric insurance products</strong> [<a href="https://payloadspace.com/esa-puts-out-call-for-eo-companies-to-join-the-insurance-game/">link</a>]<br>European Space Agency and Liberty Mutual Reinsurance have launched a three-year collaboration to explore how Earth observation data can underpin parametric insurance for terrestrial assets. The initiative focuses on climate-driven risks such as wildfires, windstorms, and forest damage, with the goal of triggering automated payouts based on satellite and environmental data rather than manual loss assessments.</p><p>For European EO and analytics companies, this is a concrete opportunity. ESA-backed support and funding will help bring market-ready insurance solutions forward, with an open call for SAR, optical, AI, and modelling providers to contribute. It is another signal that EO data is moving from &#8220;nice to have&#8221; to core infrastructure in the insurance sector.</p><div><hr></div><p><strong>ESA sets out a packed 2026 agenda backed by a record &#8364;8.26B budget</strong> [<a href="https://payloadspace.com/esa-outlines-a-busy-year-ahead/">link</a>]<br>European Space Agency has set out its 2026 plans following record &#8364;22B+ commitments from member states. The agency will deploy an &#8364;8.26B budget, with Earth observation (&#8364;2.44B) leading spend, followed by navigation, secure connectivity, exploration, and launch systems.</p><p>Key milestones include the first Ariane 64 launch, multiple EO and weather missions, and major data releases from Euclid and Gaia. With funding secured, 2026 is about execution and delivery across Europe&#8217;s civil, scientific, and strategic space programs.</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>NASA Earthdata QGIS Plugin</strong> [<a href="https://github.com/opengeos/qgis-nasa-earthdata-plugin">link</a>]<br>"A QGIS plugin for searching, visualizing, and downloading NASA Earthdata products. This plugin provides access to NASA&#8217;s Earth science data catalog directly within QGIS, supporting Cloud Optimized GeoTIFF (COG) visualization and data footprint display."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UUQ9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UUQ9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UUQ9!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UUQ9!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UUQ9!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UUQ9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg" width="1456" height="820" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:820,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;map&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="map" title="map" srcset="https://substackcdn.com/image/fetch/$s_!UUQ9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UUQ9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UUQ9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UUQ9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0fd26af7-dcd2-45ce-89a0-74bad7139ba6_2048x1153.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" 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y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Landsat Water Mask QGIS plugin v1.4.2 is live</strong> [<a href="https://www.linkedin.com/posts/jake-longenecker-30688398_landsat-water-mask-plugin-v142-will-be-share-7415362036748255232-KGxW/">link</a>]<br>The Landsat Water Mask QGIS plugin has been updated to version 1.4.2 and is available in the in-app plugin store for QGIS. The release expands functionality on Windows and macOS, adds improved land&#8211;water polygons, and introduces a new &#8220;occurrence over time&#8221; view that uses 45 years of Landsat data to visualise long-term flooding patterns and river dynamics in a single image.</p><div><hr></div><p><strong>A Gentle Introduction to GDAL Part 10: Python &amp; the Command Line</strong> [<a href="https://medium.com/@robsimmon/a-gentle-introduction-to-gdal-part-10-python-the-command-line-d38e89d28636">link</a>]<br><a href="https://www.linkedin.com/in/robert-b-simmon/">Robert Simmon</a> walks through a practical way to "drive" GDAL with Python, showing how <em>pathlib</em> can replace shell-style filename handling and how <em>subprocess</em> can run tools like <em>gdal_translate</em> and <em>gdaldem</em> in loops.</p><div><hr></div><p><strong>New openEO QGIS plugin has been released</strong> [<a href="https://openeo.org/news/2025-12-22-new-qgis-plugin.html">link</a>]<br>openEO released a fully rewritten QGIS plugin, redesigned for deeper integration with the QGIS Browser and broader support for openEO API 1.x backends. The new version improves authentication, resource browsing, visualization of batch results and services, STAC interoperability, and bulk data download, and is available via the QGIS plugin manager for QGIS 3.40+ (with expected QGIS 4.0 compatibility).</p><div><hr></div><p><strong>Zarr-Cesium</strong> [<a href="https://github.com/NOC-OI/zarr-cesium">link</a>]<br>"The Zarr-Cesium Visualization Toolkit provides CesiumJS data providers for rendering n-dimensional datasets stored in the Zarr format &#8212; streamed directly from cloud object stores (HTTP/S3/GCS) without preprocessing, conversion, or a backend server."</p><div><hr></div><p><strong>MTG FRP Fire Progression Analyzer</strong> [<a href="https://github.com/PedroVenancio/mtg-frp-fire-progression">link</a>]<br>"Python script for creating hourly and cumulative fire progression polygons from MTG (Meteosat Third Generation) FRP (Fire Radiative Power) data, with calibration against reference burned areas"</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!uuyC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285343c6-fa26-4183-8e85-c60a9a490cc8_1440x1002.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!uuyC!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285343c6-fa26-4183-8e85-c60a9a490cc8_1440x1002.png 424w, https://substackcdn.com/image/fetch/$s_!uuyC!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285343c6-fa26-4183-8e85-c60a9a490cc8_1440x1002.png 848w, 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https://substackcdn.com/image/fetch/$s_!uuyC!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285343c6-fa26-4183-8e85-c60a9a490cc8_1440x1002.png 848w, https://substackcdn.com/image/fetch/$s_!uuyC!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285343c6-fa26-4183-8e85-c60a9a490cc8_1440x1002.png 1272w, https://substackcdn.com/image/fetch/$s_!uuyC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285343c6-fa26-4183-8e85-c60a9a490cc8_1440x1002.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" 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y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Polytope: navigating the DestinE digital twins data deluge</strong> [<a href="https://destine.ecmwf.int/news/polytope-navigating-destination-earth-digital-twins-data-deluge/">link</a>]<br>"Springer&#8217;s Journal of Big Data has recently published a paper featuring Polytope,  ECMWF&#8217;s user-facing data service for Destination Earth digital twins data. The paper led by ECMWF&#8217;s scientist Mathilde Leuridan and co-authored by James Hawkes, Simon Smart, Emanuele Danovaro, Tiago Quintino (ECMWF) and Martin Schultz (FZ Juelich), presents Polytope&#8217;s new feature extraction. This functionality enables users to retrieve only the bytes of data they need from the vast volumes of weather and climate data produced by the Digital Twins."</p><div><hr></div><p><strong>Earth Data Hub Updates ERA5 Zarr Catalogue Through 2025, Reaching Over 2 PB of Open Climate Data</strong> [<a href="https://www.linkedin.com/posts/alexamici_we-updated-all-era5-zarr-datasets-at-the-ugcPost-7419012263304482816-1DCe/">link</a>]<br>The Earth Data Hub has updated all ERA5 Zarr datasets through the end of 2025, offering more than 2 PB of open climate data accessible directly with Xarray. The catalogue includes ERA5 single levels, pressure levels, ocean and wave variables, and the full ERA5-Land dataset, produced by ECMWF and delivered via the DestinE Platform, funded by European Space Agency.</p><p>Alongside the update of all ERA5 Zarr datasets through the end of 2025, the Earth Data Hub provides a clear, practical Getting Started notebook that shows how to work with these multi-hundred-terabyte datasets efficiently using Xarray, Zarr, and Dask.</p><p><strong>Getting started with the Earth Data Hub</strong> [<a href="https://github.com/bopen/edh-learning/blob/main/notebooks/00-getting-started.ipynb">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Data</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Vera!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Vera!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png 424w, https://substackcdn.com/image/fetch/$s_!Vera!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png 848w, https://substackcdn.com/image/fetch/$s_!Vera!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png 1272w, https://substackcdn.com/image/fetch/$s_!Vera!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Vera!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png" width="1456" height="570" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:570,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;data_vis.png&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="data_vis.png" title="data_vis.png" srcset="https://substackcdn.com/image/fetch/$s_!Vera!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png 424w, https://substackcdn.com/image/fetch/$s_!Vera!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png 848w, https://substackcdn.com/image/fetch/$s_!Vera!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png 1272w, https://substackcdn.com/image/fetch/$s_!Vera!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17d893de-ff69-446b-aaa6-cb63bcbf84fc_1958x766.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>CropClimateX: A Large-Scale, Climate-Aware Dataset for Crop Monitoring in the US (2018&#8211;2022)</strong> [<a href="https://www.linkedin.com/posts/xiaoxiang-zhu-90b473228_crop-weather-climate-ugcPost-7420068614155726848-CTZp/">link</a>]<br>CropClimateX is a new large-scale, multimodal dataset designed to link crop dynamics with weather variability, drought, and climate extremes across the contiguous United States from 2018 to 2022. It combines multi-sensor satellite data, climate and extreme-event indicators, and agricultural targets into 15,500 ML-ready minicubes, supporting research on climate-aware crop monitoring, sensor fusion, and generalizable geospatial models.</p><p><strong>Repository:</strong> https://github.com/drnhhl/CropClimateX<br><strong>Paper:</strong> https://doi.org/10.1038/s41597-026-06611-x<br><strong>Hugging Face:</strong> https://huggingface.co/datasets/torchgeo/CropClimateX</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!CJk3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!CJk3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg 424w, https://substackcdn.com/image/fetch/$s_!CJk3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg 848w, https://substackcdn.com/image/fetch/$s_!CJk3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!CJk3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!CJk3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg" width="1003" height="666" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:666,&quot;width&quot;:1003,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!CJk3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg 424w, https://substackcdn.com/image/fetch/$s_!CJk3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg 848w, https://substackcdn.com/image/fetch/$s_!CJk3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!CJk3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98b88974-cb83-4793-ac79-2519e1553d34_1003x666.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Sentinel-2A Twilight and Night Acquisitions over the European Arctic (January 2026)</strong> [<a href="https://www.linkedin.com/posts/ferran-gascon-roca-570b44243_for-those-copernicus-sentinel-2-expert-activity-7416866262791839744-Frqn/">link</a>]<br>Sentinel-2A sample acquisitions under low-illumination, twilight, and night conditions are available over the European Arctic (Norway, Finland, Sweden, Denmark, Greenland) on CDSE for 2&#8211;12 January 2026.</p><p>The image illustrates the geographic coverage of these acquisitions.</p><div><hr></div><p><strong>SARLO-80: Worldwide Slant SAR Language Optic Dataset - 80cm</strong> [<a href="https://huggingface.co/datasets/ONERA/SARLO-80">link</a>]<br>SARLO-80 is a newly released open dataset providing ~120k paired Umbra SAR and high-resolution optical images at 80 cm resolution, all represented in slant-range SAR geometry. Each image pair is accompanied by three automatically generated text captions of varying length, enabling multimodal research across SAR, optical imagery, and vision&#8211;language models. The dataset is openly available on Hugging Face and was developed by ONERA in collaboration with Umbra.</p><div><hr></div><p><strong>Copernicus Marine launches global coastal satellite-derived bathymetry</strong> [<a href="https://marine.copernicus.eu/news/copernicus-marine-launches-global-coastal-satellite-derived-bathymetry">link</a>]<br>Copernicus Marine Service has released new global coastal satellite-derived bathymetry products, providing 100 m resolution depth estimates for coastal waters worldwide. The datasets combine intertidal, optical, and wave-kinematics methods and include per-pixel uncertainty and method traceability, supporting applications from coastal management and climate research to maritime safety and Blue Economy planning.</p><div><hr></div><p><strong>How To: Generating Climate Engine Site Characterization Reports for Custom Areas of Interest</strong> [<a href="https://substack.com/inbox/post/182086417?r=4mv42u">link</a>]<br>Climate Engine launched a web tool that lets users generate site characterization reports for any AOI in the U.S. lower 48, using RAP, gridMET, and multi-scalar drought indices.</p><p>Reports can be created from priority regions, uploaded shapefiles, or drawn polygons, and are delivered by email with full datasets, figures, and PDF outputs for land, climate, and drought analysis.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Bdu5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Bdu5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Bdu5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Bdu5!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Bdu5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Bdu5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg" width="1280" height="720" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1280,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!Bdu5!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Bdu5!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Bdu5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Bdu5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4caf904f-71c5-49df-aadb-798f5567c72b_1280x720.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>So2Sat LCZ42 Dataset</strong> [<a href="https://www.linkedin.com/posts/xiaoxiang-zhu-90b473228_new-release-so2sat-lcz42-dataset-now-activity-7397950353037623296-rUI1">link</a>]</p><ul><li><p>400,000+ Sentinel-1 &amp; Sentinel-2 patch pairs</p></li><li><p>42 major cities + 10 additional areas worldwide</p></li><li><p>17 LCZ classes, labeled through a rigorous expert workflow</p></li><li><p>label uncertainty via independent expert votes </p></li></ul><div><hr></div><p><strong>ORBITaL-Net Training Library for Building Extraction</strong> [<a href="https://plus.figshare.com/articles/dataset/ORBITaL-Net_Training_Library_for_Building_Extraction/25282225/3">link</a>]</p><div><hr></div><p><strong>Sargassum Detection: Copernicus Marine launches New Floating Algae Product</strong> [<a href="https://marine.copernicus.eu/news/sargassum-detection-copernicus-marine-launches-new-floating-algae-product">link</a>]<br>Copernicus Marine has released a new operational Sargassum detection product that provides near real-time monitoring of floating algae across the Atlantic and Caribbean. The product integrates multiple satellite sensors (Sentinel-2/3, MODIS, Landsat, GOES) and uses the Floating Algae Index to deliver daily, multi-resolution maps that support early warning, drift modelling, and research on large-scale bloom dynamics.</p><div><hr></div><p><strong>msuav500k: Foundational Dataset for Multispectral and RGB UAV Imagery</strong> [<a href="https://zenodo.org/records/16743975">link</a>]<br>"The msuav500k dataset is a comprehensive collection of 598,300 curated UAV images designed for computer vision and remote sensing applications. This foundational dataset addresses critical interoperability challenges in UAV-based multispectral imaging by providing standardized, radiometrically calibrated imagery from multiple sensor platforms.</p><p><strong>Dataset Composition:</strong></p><ul><li><p><strong>443,017 RGB images</strong> from 14 agricultural and environmental monitoring projects (2020-2025)</p></li><li><p><strong>136,652 aligned multispectral-RGB image pairs</strong> from 7 projects (2022-2024)<em> </em></p></li><li><p><strong>18,629 multispectral-only images</strong> from 13 projects (2017-2022)</p></li><li><p><strong>Total size:</strong> 185GB processed data"</p></li></ul><p><strong>Paper: msuav500k: Foundational dataset for multispectral and RGB uncrewed aerial vehicle imagery</strong> [<a href="https://www.sciencedirect.com/science/article/pii/S2352340925008492">link</a>]</p><div><hr></div><p><strong>NYC Stormwater Flood Maps</strong> [<a href="https://data.cityofnewyork.us/Environment/NYC-Stormwater-Flood-Maps/9i7c-xyvv/about_data">link</a>]<br>"A collection of citywide Geographic Information System (GIS) layers that show areas of potential flooding scenarios under varying sea level rise conditions.</p><p><strong>This collection contains the following NYC Stormwater Flood Maps:</strong></p><ul><li><p><em>NYC Stormwater Flood Map - Extreme Flood (3.66 inches/hr) with 2080 Sea Level Rise</em></p></li><li><p><em>NYC Stormwater Flood Map - Moderate Flood (2.13 inches/hr) with 2050 Sea Level Rise</em></p></li><li><p><em>NYC Stormwater Flood Map - Moderate Flood (2.13 inches/hr) with Current Sea Levels</em></p></li><li><p><em>NYC Stormwater Flood Map - Limited Flood (1.77 inches/hr) with Current Sea Levels</em>"</p></li></ul><div><hr></div><p><strong>Sen12Landslides: A Spatio-Temporal Dataset for Satellite-Based Landslide and Anomaly Detection</strong> [<a href="https://huggingface.co/datasets/paulhoehn/Sen12Landslides">link</a>]<br>"Sen12Landslides, a large-scale, multi-sensor benchmark for spatio-temporal landslide and anomaly detection. It comprises 39,556 NetCDF patches (128&#215;128 px with 10m resolution) spanning 15 time steps, derived from both Sentinel-1 (VV, VH; ascending/descending) and Sentinel-2 (10 spectral bands B02&#8211;B12). "</p><p><strong>GitHube Repo:</strong> https://github.com/PaulH97/Sen12Landslides<br><strong>Paper:</strong> A Spatio-Temporal Dataset for Satellite-Based Landslide Detection [<a href="https://www.nature.com/articles/s41597-025-06167-2">link</a>]</p><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WbcS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WbcS!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg 424w, https://substackcdn.com/image/fetch/$s_!WbcS!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg 848w, https://substackcdn.com/image/fetch/$s_!WbcS!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!WbcS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WbcS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg" width="1456" height="1142" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1142,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!WbcS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg 424w, https://substackcdn.com/image/fetch/$s_!WbcS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg 848w, https://substackcdn.com/image/fetch/$s_!WbcS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!WbcS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61f87be9-a932-4ce4-8d06-ebbab89ab66f_1920x1506.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">MODIS image showing bright-blue carbonate sediment plumes over Pedro Bank south of Jamaica after Hurricane Melissa in October 2025. Credits: NASA</figcaption></figure></div><p><strong>A Plume of Bright Blue in Melissa&#8217;s Wake</strong> [<a href="https://science.nasa.gov/earth/earth-observatory/a-plume-of-bright-blue-in-melissas-wake/">link</a>]<br>Hurricane Melissa resuspended carbonate sediments from Pedro Bank south of Jamaica, producing what scientists believe is the largest such event observed in the satellite record. MODIS imagery captured bright blue waters caused by suspended calcium carbonate mud stirred up by the Category 5 storm, revealing surface currents and sediment transport patterns across an area more than three times the size of Jamaica. While the visual signal faded within days, researchers note potential longer-term impacts on benthic ecosystems and emphasize the role of such events in transferring carbon from shallow marine sediments to the deep ocean.</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting read</h2><p><strong>Towards mutualism: reconciling differences between field and EO data</strong> [<a href="https://newsletter.cecil.earth/p/towards-mutualism-reconciling-differences">link</a>]<br>In this thoughtful essay, Planet scientist Chris Anderson argues that field data and Earth observation should be treated as complementary, not competing, ways of understanding nature. He makes the case that satellite data is a fundamentally different measurement system, best evaluated through uncertainty-aware aggregation and fusion with field plots, rather than pixel-level comparison. The post outlines a path toward a &#8220;mutualistic&#8221; future where field campaigns and satellites reinforce each other, improving both ecological science and large-scale decision-making.</p><div><hr></div><p><strong>New interactive map shows how flammable your part of Australia is right now</strong> [<a href="https://theconversation.com/new-interactive-map-shows-how-flammable-your-part-of-australia-is-right-now-268289">link</a>]<br>Geoscience Australia has launched a new interactive map that shows how dry and flammable vegetation is across Australia in near real time, using high-resolution satellite data from Sentinel-2 and machine-learning models.</p><p>The tool turns satellite light measurements into 20-metre maps of fuel moisture, helping fire agencies, Indigenous fire practitioners, insurers, and planners see where landscapes are ready to burn and where they are not, enabling earlier and more targeted fire prevention.</p><p>Explore the interactive map <a href="https://maps.dea.ga.gov.au/#share=s-bbkJz9vaB0EHQ0WEBGo99Fu4Gqn">here</a>.</p><div><hr></div><p><strong>Quantifying local climate regulation in three Estonian cities</strong> [<a href="https://land.copernicus.eu/en/use-cases/quantifying-local-climate-regulation-in-three-estonian-cities/quantifying-local-climate-regulation-in-three-estonian-cities">link</a>]<br>Estonia used Copernicus tree cover, evapotranspiration, and land surface temperature data to map how much urban vegetation cools three cities, Tallinn, Tartu, and Narva, producing 30 m maps of local climate regulation.</p><p>The study shows that forests, parks, and green spaces create measurable cooling zones across cities and provides a first quantitative basis for including urban nature in national ecosystem service accounting and urban planning.</p><div><hr></div><p><strong>Regional assessment of above-ground biomass using field, airborne light detection and ranging and satellite data integration</strong> [<a href="https://openknowledge.fao.org/items/ee7be290-ee05-4ea9-a5ac-77ff213456bd">link</a>]<br>FAO published a methodological study on estimating above-ground biomass in West Africa by integrating field plots, UAV LiDAR, and NASA&#8217;s GEDI satellite data.</p><p>The work focuses on producing consistent regional biomass estimates in areas with limited forest inventory data.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Eapg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Eapg!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Eapg!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Eapg!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Eapg!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Eapg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg" width="1456" height="895" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:895,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Eapg!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Eapg!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Eapg!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Eapg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76100640-6f07-4e3b-a74a-b58145220104_1920x1180.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Tiny patches of deforestation drive tropical carbon loss</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Tiny_patches_of_deforestation_drive_tropical_carbon_loss">link</a>]<br>A new study published in Nature shows that small, incremental forest clearings, often under two hectares, drive more than half of net tropical carbon losses despite accounting for only a small fraction of disturbed area. Using high resolution satellite biomass data, the research shows how cumulative human activities, rather than large scale deforestation alone, are reshaping the tropical carbon balance.</p><div><hr></div><p><strong>Japan&#8217;s FOSS4G Community: An Introduction to OSGeo Japan &amp; OpenStreetMap Japan</strong> [<a href="https://jgtimes.org/articles/eh-osmosgeojp">link</a>]<br>With FOSS4G 2026 heading to Hiroshima, this article offers a timely look at how Japan&#8217;s open geospatial ecosystem took shape. It traces the growth of OSGeo Japan and OpenStreetMap Japan, showing how regionally rooted FOSS4G activities, citizen mapping, and open data have combined into a resilient, nationally connected community.</p><div><hr></div><h2>LinkedIn Highlights</h2><p><strong>Rethinking Early-Career Engineering in an AI-Native World</strong> [<a href="https://www.linkedin.com/posts/shay-strong_in-october-i-quietly-kicked-off-an-experiment-activity-7412842678633242624-FzMz/">link</a>]<br>A sharp reflection from <a href="https://www.linkedin.com/in/shay-strong/">Shay Strong</a>, VP of Analytics at ICEYE, on what it actually means to hire and grow engineers in an AI-native world. Less talk about productivity gains, more focus on judgment, ownership, and how AI can genuinely compress the &#8220;junior&#8221; phase when we rethink hiring and mentoring.</p><div><hr></div><h2>Upcoming Events</h2><p><strong>Short Course - Using EUMETView and Jupyter Notebooks to depict a Dust Event</strong> [<a href="https://trainingevents.eumetsat.int/trui/events/2661">link</a>]<br>On 10 February 2026, EUMETSAT will host a short online course demonstrating how to detect and analyse dust events using EUMETView and Jupyter Notebooks. The session walks through a complete workflow, from visual identification of dust plumes to interactive analysis of Sentinel-3 SLSTR AOD and Copernicus Climate Change Service IASI-based dust optical depth products.</p><div><hr></div><p><strong>RGS-IBG AIC 2026 &#8226; Geospatial Artificial intelligence methods and applications</strong> [<a href="https://giscience-rgs.github.io/posts/aic-2026-call-for-abstracts-geoai">link</a>]<br>The RGS-IBG GIScience Research Group has opened a call for abstracts for a 2026 conference session on Geospatial Artificial Intelligence methods and applications, focusing on advances in GeoAI theory, methods, and real-world use. The session invites work spanning foundation models, uncertainty, causality, ethics, and reproducibility in GIScience and quantitative geography, with <em>abstracts due 23 February 2026.</em></p><div><hr></div><p><strong>GeoAI 2026 Submission Deadline Extended to 3 February 2026</strong> [<a href="https://geoaiconference.org/?p=184">link</a>]<br>The submission deadline for GeoAI 2026 has been <em>extended to 3 February 2026</em> for extended abstracts and the published-article track, following strong community interest.</p><div><hr></div><p><strong>Understanding Climate Data: From analysis of the past to future projections</strong> [<a href="https://learning.ecmwf.int/enrol/index.php?id=89">link</a>]<br>Copernicus Climate Change Service is launching an eight-hour, self-paced online course in February 2026 that teaches professionals how to understand and use climate data in their work.</p><p>The course introduces observations, reanalysis, seasonal forecasts, and climate projections, and shows how to access and interpret these datasets through the C3S Climate Data Store so users across sectors like energy, finance, planning, and policy can apply climate information with confidence.</p><div><hr></div><p><strong>Call for expressions of interest: Earth observation case studies for the 2026 CEOS Earth Observation Handbook on Adaptation and Resilience</strong> [<a href="https://earthobservations.org/about-us/news/call-for-expressions-of-interest-earth-observation-case-studies-for-the-2026-ceos-earth-observation-handbook-on-adaptation-and-resilience">link</a>]<br>The call targets practical examples where satellite EO supports climate adaptation, risk reduction, and National Adaptation Plan processes across sectors such as water, agriculture, health, ecosystems, and infrastructure.</p><p><em>Expressions of interest close on 31 January 2026</em>, with publication planned ahead of COP31.</p><div><hr></div><h2>Learning</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WfFp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WfFp!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg 424w, https://substackcdn.com/image/fetch/$s_!WfFp!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg 848w, https://substackcdn.com/image/fetch/$s_!WfFp!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!WfFp!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WfFp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg" width="1456" height="749" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/db77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:749,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!WfFp!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg 424w, https://substackcdn.com/image/fetch/$s_!WfFp!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg 848w, https://substackcdn.com/image/fetch/$s_!WfFp!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!WfFp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb77bfdb-b100-4481-a216-8c57435e6035_2048x1053.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>TerraBytes Processings Now Available in Proceedings of Machine Learning Research (PMLR)</strong> [<a href="https://proceedings.mlr.press/v292/">link</a>]<br>"Earth Observation presents unique challenges for machine learning due to its non-stationary data distribution, spatio-temporal biases, and multimodal nature. TerraBytes aims to address these challenges by fostering discussions at the intersection of data curation, machine learning, and remote sensing. The workshop focuses on (1) curating less biased, globally representative EO datasets, (2) developing adaptable ML models for EO applications, and (3) bridging the gap between data acquisition and ML communities. By promoting interdisciplinary collaboration, TerraBytes seeks to advance EO research and enable inclusive, fair, and impactful applications."</p><p>Watch the workshop online <a href="https://slideslive.com/icml-2025/terrabytes-towards-global-datasets-and-models-for-earth-observation">here</a>.</p><div><hr></div><p><strong>Presentations From VH-RODA 2025 Now Available</strong> [<a href="https://earth.esa.int/eogateway/events/vh-roda/agenda">link</a>]<br>All talks from the November 2025 workshop in Frascati have been published, covering calibration and validation across optical, thermal, SAR, atmospheric composition, and related domains.</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-128?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-128?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-128?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #127]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-127</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-127</guid><pubDate>Fri, 19 Dec 2025 09:33:15 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Se0V!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 News</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!jbln!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!jbln!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg 424w, https://substackcdn.com/image/fetch/$s_!jbln!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg 848w, https://substackcdn.com/image/fetch/$s_!jbln!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!jbln!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!jbln!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg" width="1456" height="841" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:841,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!jbln!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg 424w, https://substackcdn.com/image/fetch/$s_!jbln!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg 848w, https://substackcdn.com/image/fetch/$s_!jbln!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!jbln!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6fa172e9-acdb-4247-8cd9-ad7a9f6a306e_1920x1109.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Sea-level rise in the Gulf Stream, by Sentinel-6B." Credit: ESA</figcaption></figure></div><p><strong>First image from Sentinel-6B extends sea-level legacy</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-6/First_image_from_Sentinel-6B_extends_sea-level_legacy">link</a>]<br>"Copernicus Sentinel-6B, launched last month, has reached its orbit and delivered its first set of data, which show variations in sea level in the North Atlantic Ocean. This data underlines how the mission will continue to strengthen the long-term reference record of sea levels, a key parameter of climate change."</p><div><hr></div><p><strong>Planet Reports Financial Results for Third Quarter of Fiscal Year 2026</strong> [<a href="https://investors.planet.com/news/news-details/2025/Planet-Reports-Financial-Results-for-Third-Quarter-of-Fiscal-Year-2026/default.aspx">link</a>]<br>Planet reported a record Q3 FY2026, with revenue reaching $81M (+33% YoY) and strong growth in RPOs ($672M) and backlog ($734M). The quarter was also marked by major defence wins, continued Pelican and SuperDove launches, and the acquisition of Bedrock Research to accelerate AI-driven global monitoring capabilities.</p><p><strong>Other Planet News:</strong></p><ul><li><p><strong>Planet Releases First Light Image From Pelican-6</strong> [<a href="https://investors.planet.com/news/news-details/2025/Planet-Releases-First-Light-Image-From-Pelican-6/default.aspx">link</a>]</p></li><li><p><strong>Why Planet Labs (PL) Is Up 42.8% After Strong Q3 Results And Raised 2026 Revenue Outlook</strong> [<a href="https://uk.finance.yahoo.com/news/why-planet-labs-pl-42-091440230.html">link</a>]</p></li></ul><div><hr></div><p><strong>Finland&#8217;s ICEYE Closes &#8364;150 Million Series E Funding Round</strong> [<a href="https://europeanspaceflight.com/finlands-iceye-closes-e150-million-series-e-funding-round/">link</a>]<br>ICEYE has raised &#8364;150 million in Series E funding, led by General Catalyst, to expand its SAR constellation and accelerate Gen4 satellites with up to 16 cm resolution. </p><div><hr></div><p><strong>Kongsberg and Helsing to Develop Large Defence Satellite Constellation</strong> [<a href="https://europeanspaceflight.com/kongsberg-and-helsing-to-develop-large-defence-satellite-constellation/">link</a>]<br>Helsing and Kongsberg have announced a German&#8211;Norwegian partnership to build a large LEO constellation for space-based intelligence, surveillance, and targeting, combining small satellites with AI-driven multi-sensor fusion. The project reflects Europe&#8217;s growing push for sovereign defence space capabilities, with initial deployments expected from 2028.</p><div><hr></div><p><strong>Kuva Space Links Up with WWF-Indonesia on Carbon Monitoring</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/12/11/kuva-space-links-up-with-wwf-indonesia-on-carbon-monitoring/">link</a>]<br>Indonesia will use satellite data and AI to monitor and quantify its blue carbon assets through a new partnership between Kuva Space and WWF-Indonesia. The collaboration will map mangrove and seagrass ecosystems using hyperspectral imagery, supporting scalable blue carbon accounting, conservation planning, and sustainable finance.</p><div><hr></div><p><strong>Umbra and Italy&#8217;s E-GEOS to Co-Develop Geospatial Intelligence Solutions</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/12/10/umbra-and-italys-e-geos-to-co-develop-geospatial-intelligence-solutions/">link</a>]<br>Umbra and e-GEOS have signed a multi-year agreement to co-develop SAR-based geospatial intelligence solutions, combining COSMO-SkyMed data with Umbra&#8217;s commercial constellation.</p><div><hr></div><p><strong>Space Force Awards Muon Space $44.6M in SBIR Funding for 3-Satellite Mission</strong> [<a href="https://www.satellitetoday.com/government-military/2025/12/08/space-force-awards-muon-space-44-6m-in-sbir-funding-for-3-satellite-mission/">link</a>]<br>The U.S. Space Force has awarded Muon Space $44.6M to deploy a three-satellite mission demonstrating a dual-use space-based environmental monitoring capability. The mission builds on Muon&#8217;s FireSat heritage, combining weather, cloud characterization, and wildfire monitoring with enhanced multispectral IR sensing and onboard processing.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!2kKv!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!2kKv!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png 424w, https://substackcdn.com/image/fetch/$s_!2kKv!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png 848w, https://substackcdn.com/image/fetch/$s_!2kKv!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png 1272w, https://substackcdn.com/image/fetch/$s_!2kKv!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!2kKv!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png" width="900" height="600" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/afb69a7b-949a-455c-a331-782d3be50dfc_900x600.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:600,&quot;width&quot;:900,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;SatVu releases first-of-its-kind thermal image revealing true operational activity inside major US data centre &quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="SatVu releases first-of-its-kind thermal image revealing true operational activity inside major US data centre " title="SatVu releases first-of-its-kind thermal image revealing true operational activity inside major US data centre " srcset="https://substackcdn.com/image/fetch/$s_!2kKv!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png 424w, https://substackcdn.com/image/fetch/$s_!2kKv!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png 848w, https://substackcdn.com/image/fetch/$s_!2kKv!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png 1272w, https://substackcdn.com/image/fetch/$s_!2kKv!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafb69a7b-949a-455c-a331-782d3be50dfc_900x600.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>SatVu releases first-of-its-kind thermal image revealing true operational activity inside major U.S. data centre</strong> [<a href="https://www.satellitevu.com/news/satvu-releases-first-of-its-kind-thermal-image-revealing-true-operational-activity-inside-major-u-s-data-centre">link</a>]<br>SatVu has released a 3.5 m-resolution thermal image offering rare, near-real-time insight into operational activity inside a major U.S. data centre, revealing heat signatures from cooling, power, and high-load infrastructure. The release highlights how space-based thermal intelligence can bring independent transparency to the rapid expansion and energy footprint of global digital infrastructure.</p><div><hr></div><p><strong>Accelerating the Earth Index Flywheel with Support from the Patrick J. McGovern Foundation</strong> [<a href="https://www.earthgenome.org/blog/accelerating-the-earth-index-flywheel-with-support-from-the-patrick-j-mcgovern-foundation">link</a>]<br>Earth Genome has secured a $600K grant from the Patrick J. McGovern Foundation to accelerate development of its Earth Index AI platform, supporting accountable supply chains, biodiversity monitoring, and sustainable food systems. The funding will drive new partnerships and technical enhancements aimed at delivering scalable, data-driven environmental impact.</p><div><hr></div><p><strong>OpenET Expands Satellite-based Water Use Data Across 48 States, Providing Critical Information to Farmers and Water Managers Across the Nation</strong> [<a href="https://etdata.org/openet-expands-satellite-based-water-use-data-48-states-farmers-water-managers-across-nation/">link</a>]<br>OpenET has expanded its free, satellite-based evapotranspiration data to cover all 48 contiguous U.S. states, providing farmers and water managers with high-resolution, daily and monthly insights to support more informed water management decisions.</p><div><hr></div><p><strong>EU Soil Monitoring Law Enters into Force</strong> [<a href="https://www.linkedin.com/posts/european-environment-agency_soilmonitoring-eulaw-biodiversity-activity-7406607457373933568-UYCJ/">link</a>]<br>The EU Soil Monitoring Law has entered into force, establishing a common framework to track and assess soil health across Europe amid growing evidence of widespread soil degradation. The law strengthens the role of data, remote sensing, and Copernicus indicators as foundations for protecting ecosystems, food security, and climate resilience.</p><div><hr></div><p><strong>ESA Phi-Lab UK funding awarded to address sustainable agriculture and space environmental challenges with AI</strong> [<a href="https://commercialisation.esa.int/2025/12/esa-phi-lab-uk-funding-awarded-to-address-sustainable-agriculture-and-space-environmental-challenges-with-ai/">link</a>]<br>ESA Phi-Lab UK has awarded ~&#163;380k in seed funding to Deep Planet and Space DOTS, supporting AI-driven projects in soil carbon monitoring for sustainable agriculture and space environment intelligence as part of its first cohort.</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>Wherobots introduces RasterFlow for scalable imagery preparation and inference</strong> [<a href="https://wherobots.com/blog/rasterflow-earth-observation-inference-engine/">link</a>]<br>Wherobots has launched RasterFlow, an on-demand workflow for preparing satellite imagery, running large-scale AI inference, and delivering analysis-ready outputs without users having to build custom infrastructure. In practice, it reduces the engineering effort needed to mosaic imagery, handle clouds, and operationalise geospatial models at scale, with results written directly to modern analytics-friendly data formats.</p><p>Wherobots is currently inviting users to request access via a private preview.</p><div><hr></div><p><strong>Rasterio 1.4.4 is out!</strong> [<a href="https://github.com/rasterio/rasterio/releases/tag/1.4.4">link</a>]<br>Rasterio 1.4.4 introduces key maintenance upgrades, raising minimum requirements to Python 3.10+ and GDAL 3.6+, alongside enhanced reprojection controls and a broad set of bug.</p><p>Kudos to <a href="https://www.linkedin.com/in/sean-gillies/">Sean Gillies</a> and <a href="https://www.linkedin.com/in/alan-snow-55bb8726/">Alan D. Snow</a> for their continued stewardship of one of the geospatial ecosystem&#8217;s core libraries.</p><div><hr></div><p><strong>STAC Browser v4.0.0 is out!</strong> [<a href="https://www.linkedin.com/posts/matthias-mohr-565748178_stac-browser-v400-is-out-httpslnkdin-activity-7406324629310423040-DpFJ">link</a>]<br>STAC Browser v4.0.0 lands with a major upgrade, introducing an OpenLayers-based map engine, a refreshed UI, map-based collection search, and native GeoJSON visualisation.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!NV5c!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!NV5c!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg 424w, https://substackcdn.com/image/fetch/$s_!NV5c!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg 848w, https://substackcdn.com/image/fetch/$s_!NV5c!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!NV5c!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!NV5c!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg" width="762" height="756" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:756,&quot;width&quot;:762,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!NV5c!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg 424w, https://substackcdn.com/image/fetch/$s_!NV5c!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg 848w, https://substackcdn.com/image/fetch/$s_!NV5c!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!NV5c!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa21ff2fb-0faf-4cd8-a204-4700527f1d29_762x756.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">" NIR-SWIR1-SWIR2 composite of Yogyakarta, Indonesia 2025"</figcaption></figure></div><p><strong>Utilizing GDAL + STAC to Create Cloudless Sentinel-2 Composite</strong> [<a href="https://www.linkedin.com/posts/space4good_gdal-stac-activity-7406639627391930369-u90k">link</a>]<br>Space4Good shared a walkthrough of building cloudless Sentinel-2 composites using STAC for data access and GDAL for processing, powered by the new GDAL 3.12 raster pipeline. The workflow combines mosaicking, reprojection, cloud masking, and median compositing into a fast, reproducible open-source pipeline, producing clean multispectral composites for downstream analysis.<br>Credit to <a href="https://www.linkedin.com/in/ramiqcom/">Ramadhan</a> for the work and results shared.</p><div><hr></div><p><strong>I/O-Maxing Tensors in the Cloud</strong> [<a href="https://earthmover.io/blog/i-o-maxing-tensors-in-the-cloud">link</a>]<br>"Zarr Python (using either Icechunk or Obstore as the storage engine) is now able to fully saturate the network between EC2 and S3, resulting in the physically maximum possible throughput when reading and writing data. This holds true in the presence of compression and over a wide range of chunk sizes."</p><div><hr></div><p><strong>Introduction of tile-part Length (TLM) Markers in Sentinel-2 JPEG2000 Images</strong> [<a href="https://sentinels.copernicus.eu/web/sentinel/-/introduction-of-tile-part-length-tlm-markers-in-sentinel-2-jpeg2000-images">link</a>]<br>ESA will introduce TLM markers in Sentinel-2 JPEG2000 files (planned for Q1 2026), which explicitly describe where each image tile is stored in the file. In practice, this makes it faster and more efficient to read small areas of interest without loading the full image.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Data</h2><p><strong>Open Tanager Data Release 2 is live</strong> [<a href="https://www.linkedin.com/posts/planet-labs_hyperspectral-opendata-earthobservation-activity-7406433623538663424-WtA_/">link</a>]<br>Nearly 100 new hyperspectral scenes have been added to the Planet Open STAC Catalog, expanding global coverage with improved metadata and new fire and greenhouse gas examples, including methane.</p><p>Explore the data via <a href="https://www.planet.com/data/stac/browser/tanager-core-imagery/catalog.json?.language=en">Planet&#8217;s Open Catalog &#8211; Tanager Core Imagery.</a></p><div><hr></div><p><strong>Geoscience Australia&#8217;s Elevation and Depth Data</strong> [<a href="https://elevation.fsdf.org.au/">link</a>]<br>"DCS Spatial Services has just published 97,085 km&#178; of newly captured NSW elevation data to Geoscience Australia&#8217;s Elevation and Depth &#8211; Foundation Spatial Data (ELVIS) portal and it&#8217;s free to download." [<a href="https://www.linkedin.com/posts/spatialdata-elevationdata-lidar-share-7398516216509718528-J60I/">link</a>]</p><div><hr></div><p><strong>SoilSuite &#8211; Sentinel-2 &#8211; Africa, 4 year composite (2018-2021)</strong> [<a href="https://geoservice.dlr.de/web/datasets/soilsuite_afr_4y">link</a>]<br>"The SoilSuite contains a collection of different image data products that provide information about the spectral and statistical properties of soils and other bare surfaces of three East-African countries (Rwanda, Kenya and Ethiopia). It is created using DLR&#8217;s Soil Composite Mapping Processor (ScMAP), which utilises the Sentinel-2 data archive."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!CL1z!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!CL1z!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png 424w, https://substackcdn.com/image/fetch/$s_!CL1z!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png 848w, https://substackcdn.com/image/fetch/$s_!CL1z!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png 1272w, https://substackcdn.com/image/fetch/$s_!CL1z!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!CL1z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!CL1z!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png 424w, https://substackcdn.com/image/fetch/$s_!CL1z!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png 848w, https://substackcdn.com/image/fetch/$s_!CL1z!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png 1272w, https://substackcdn.com/image/fetch/$s_!CL1z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbcc3b08-ce52-4561-9157-70caffe5ce8a_2560x1440.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Annual baseline water stress showing areas varying from extremely high (red) to low (blue)."</figcaption></figure></div><p><strong>Global Water Risk from Aqueduct in Living Atlas</strong> [<a href="https://www.esri.com/arcgis-blog/products/arcgis-living-atlas/water/global-water-risk-from-aqueduct-in-living-atlas">link</a>]<br>Aqueduct 4.0 Global Water Risk data from WRI is now available in ArcGIS Living Atlas, bringing high-resolution, current and future water stress indicators into GIS workflows to support water management, policy, and climate resilience planning.</p><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Se0V!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Se0V!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Se0V!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Se0V!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Se0V!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Se0V!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg" width="1456" height="1665" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1665,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2035496,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/181120651?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Se0V!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Se0V!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Se0V!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Se0V!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8db2f703-ccad-4de5-a57c-3ca95fac8cdd_1984x2269.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"False-colour image from 7 December, processed using Sentinel-2&#8217;s near-infrared channel to highlight vegetation in red." Credit: ESA</figcaption></figure></div><p><strong>Earth from Space: Pariacaca Mountain Range, Peru</strong> [<a href="https://www.esa.int/ESA_Multimedia/Images/2025/12/Earth_from_Space_Pariacaca_Mountain_Range_Peru">link</a>]<br>"Following International Mountain Day, which creates awareness of the importance of mountain environments around the world, the Copernicus Sentinel-2 mission takes us over the Pariacaca Mountain Range in Peru.</p><p>Also called the Huarochir&#237; mountain range, the Pariacaca range is a significant part of the Peruvian central Andes, the Cordillera Central. Pariacaca is known for its beautiful and rugged peaks, many of them reaching over 5000 m in height."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting read</h2><p><strong>Satellites help tackle landfill methane leaks</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_help_tackle_landfill_methane_leaks">link</a>]<br>"Satellites are emerging as a powerful new tool in the fight to curb emissions of methane. While methane is much shorter-lived in the atmosphere than carbon dioxide, it is vastly more potent at trapping heat, which makes rapid cuts essential for slowing warming in the short term. The same satellite technology that has transformed methane monitoring in the oil and gas sector is now being turned towards another major source &#8211; landfill sites."</p><div><hr></div><p><strong>Seven things we learned from the UN World Urbanization Prospects</strong> [<a href="https://www.copernicus.eu/en/news/news/observer-seven-things-we-learned-un-world-urbanization-prospects">link</a>]<br>&#8220;Urbanisation is reshaping the world at a pace which has surpassed earlier expectations, altering how people live and how societies plan for housing, transport, and essential services. A new analysis from the UN World Urbanization Prospects 2025, drawing on harmonised global settlement data from the Copernicus Emergency Management Service&#8217;s Global Human Settlement Layer datasets, reveals a series of shifts challenging long-standing assumptions. Tokyo is no longer the world&#8217;s largest city, the proportion of urban dwellers has been greatly underestimated, and five more unexpected findings reshape our understanding of where people live today. <br>This week&#8217;s Observer explores seven key insights from the report and what they mean for the planet&#8217;s urban future.&#8221;</p><div><hr></div><p><strong>Quantifying local climate regulation in three Estonian cities</strong> [<a href="https://land.copernicus.eu/en/use-cases/quantifying-local-climate-regulation-in-three-estonian-cities/quantifying-local-climate-regulation-in-three-estonian-cities">link</a>]<br>Estonia has completed its first national attempt to quantify how urban vegetation cools cities, focusing on Tallinn, Tartu, and Narva. Using Copernicus tree cover data, NASA land surface temperature, and evapotranspiration datasets, the study maps how green spaces reduce urban heat at both local and city-wide scales. The results reveal clear cooling hotspots in parks and urban forests and lay the groundwork for integrating ecosystem services directly into spatial planning and climate adaptation strategies.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!hpRC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!hpRC!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif 424w, https://substackcdn.com/image/fetch/$s_!hpRC!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif 848w, https://substackcdn.com/image/fetch/$s_!hpRC!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif 1272w, https://substackcdn.com/image/fetch/$s_!hpRC!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!hpRC!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif" width="720" height="785" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:785,&quot;width&quot;:720,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!hpRC!,w_424,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif 424w, https://substackcdn.com/image/fetch/$s_!hpRC!,w_848,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif 848w, https://substackcdn.com/image/fetch/$s_!hpRC!,w_1272,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif 1272w, https://substackcdn.com/image/fetch/$s_!hpRC!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1badfc9c-54d4-4e2f-a626-4ff9e6221e50_720x785.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Satellites Detect Seasonal Pulses in Earth&#8217;s Glaciers</strong> [<a href="https://science.nasa.gov/earth/earth-observatory/satellites-detect-seasonal-pulses-in-earths-glaciers/">link</a>]<br>"Malaspina Glacier in southeastern Alaska is the planet&#8217;s largest piedmont glacier, with ice that spills from the Saint Elias Mountains&#8217; higher elevations and spreads out like pancake batter onto the coastal plain. Though it might appear static, the glacier is &#8220;alive&#8221; with movement throughout the year, typically speeding up in spring and slowing to a crawl by winter. A new analysis by NASA scientists shows that glaciers around the world display all kinds of patterns in seasonal movement&#8212;some similar to Malaspina and some vastly different."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!QmDT!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!QmDT!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!QmDT!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!QmDT!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!QmDT!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!QmDT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg" width="1080" height="1080" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1080,&quot;width&quot;:1080,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;diagram&quot;,&quot;title&quot;:&quot;diagram&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="diagram" title="diagram" srcset="https://substackcdn.com/image/fetch/$s_!QmDT!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!QmDT!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!QmDT!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!QmDT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e81a249-587c-4a8f-a87e-dcbc230b8cb8_1080x1080.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>The Black Sea Kerch Strait&#8217;s maritime accident oil spill simulations in December 2024</strong> [<a href="https://marine.copernicus.eu/services/use-cases/black-sea-kerch-straits-maritime-accident-oil-spill-simulations-december-2024">link</a>]<br>"On 15 December 2024, the Volgoneft 212 tanker broke apart near the Kerch Strait during severe storm conditions, releasing approximately 4,000 tons of mazut. The extent of the spill was difficult to assess, as high waves limited the use of satellite SAR imagery. <br>To support the emergency response, researchers from Orion Research, MHI-RAS, Mare Investigatorium Studia, and Rowell Computing used the MEDSLIK oil spill model.<br>Their simulations reproduced the observed drift and coastal deposition of oil between Veselovka, Anapa and Utrish, as confirmed by RadarSat and European Space Agency - ESA SAR images. <br>This Use Case demonstrates how Copernicus Marine data can support a rapid, evidence-based response to marine pollution events, thereby improving preparedness and cooperation across the Black Sea region."</p><div><hr></div><p><strong>Land Use Changed the Climate. Now Climate&#8217;s Changing the Land</strong> [<a href="https://www.wri.org/insights/land-use-climate-change-feedback-loop">link</a>]<br>"Land-use change has long been recognized as a major contributor to global warming. Deforestation and agriculture alone account for nearly 25% of human-caused greenhouse gas (GHG) emissions.</p><p>One might think this effect is uni-directional: Cutting down trees, plowing up grasslands and draining wetlands release GHGs that fuel climate change. But satellite monitoring shows that this relationship is a two-way street. Climate change itself is increasingly leading to the loss and degradation of forests, grasslands, wetlands, rivers and even farms, creating a dangerous feedback loop."</p><div><hr></div><p><strong>The Earth Observation Conundrum</strong> [<a href="https://tusharprabhakar.substack.com/p/the-earth-observation-conundrum">link</a>]<br>Earth Observation still struggles to scale; not for lack of demand, but due to a structural, system-level mismatch. The industry remains fragmented by modalities, poorly integrated across analytics and delivery, and locked into area-based pricing shaped by intrinsic EO cost mechanics rather than customer value. True adoption, this piece argues, will only come through systems thinking: tightly integrating multi-modal sensing, analytics, and workflow delivery into outcome-driven products.</p><div><hr></div><p><strong>Beyond the Hype: Element 84&#8217;s Pragmatic Vision for AI in Engineering</strong> [<a href="https://element84.com/company/beyond-the-hype-element-84s-pragmatic-vision-for-ai-in-engineering/">link</a>]<br>Element 84 shares a practical take on using AI in engineering, focusing on clear value, human responsibility, and high-quality software. Rather than chasing hype, AI is positioned as a tool to support engineers while keeping security, maintainability, and client trust front and center.</p><div><hr></div><p><strong>Advancing Hyperspectral Data with the Third Atmospheric Correction Inter-Comparison eXercise (ACIX-III)</strong> [<a href="https://ceos.org/news/acix-iii/">link</a>]<br>ACIX-III has delivered a comprehensive benchmark of atmospheric correction algorithms for PRISMA and EnMAP hyperspectral missions, highlighting both strengths and persistent challenges across land and water surfaces. The results provide critical guidance for improving reflectance retrievals and supporting upcoming imaging spectroscopy missions such as CHIME and SBG.</p><div><hr></div><h2>Climate</h2><p><strong>A Subtle Return of La Ni&#241;a</strong> [<a href="https://science.nasa.gov/earth/earth-observatory/a-subtle-return-of-la-nina/">link</a>]<br>La Ni&#241;a returned to the equatorial Pacific in September 2025 and has persisted into December, though this event remains relatively weak and its broader climate impacts are still uncertain. Strengthened trade winds have cooled the central and eastern Pacific, a signal observed in sea surface height data from the Sentinel-6 Michael Freilich satellite, where cooler, denser water leads to lower sea levels. These oceanic changes influence the exchange of heat and moisture with the atmosphere, with potential effects on global circulation patterns. However, as NOAA and NASA scientists note, weak La Ni&#241;a events are often difficult to predict and do not always produce typical regional weather outcomes.</p><div><hr></div><h2>Competitions</h2><p><strong>EOPF Zarr Community Notebook Competition</strong> [<a href="https://thrivegeo.com/eopf-community-notebook-competition/">link</a>]<br>"Your challenge is to write a educational Jupyter Notebook showcasing what is possible with Sentinel-1, 2 or 3 data in the new Zarr format. All are welcome!"</p><p><em>Submission Deadline: 30 Jan 2026, 23:59 (UTC+1)</em></p><div><hr></div><p><strong>TerraMind Blue-Sky Challenge</strong> [<a href="https://www.fast-eo.eu/news/terramind-blue-sky-challenge">link</a>]<br>"A bi-monthly award spotlighting the boldest, most imaginative ways to push TerraMind beyond &#8220;just another fine-tune&#8221;. Whether you&#8217;re prototyping a new multi-modal workflow, exploring Thinking-in-Modalities, or inventing a never-seen geospatial application, we want you to share it with everyone."</p><div><hr></div><p><strong>DualityAI&lt;&gt;LunateAI - Geospatial Object Detection</strong> [<a href="https://www.kaggle.com/competitions/duality-ai-lunate-ai-geospatial-object-detection/overview">link</a>]<br>"Train a model to detect buildings in aerial satellite or drone geospatial images of a rural environment."<br><em>Deadline: Jan 12, 2026</em></p><div><hr></div><h2>Learning</h2><div id="youtube2-yHRLtzT7R0Q" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;yHRLtzT7R0Q&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/yHRLtzT7R0Q?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-127?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-127?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-127?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #126]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-126</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-126</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Wed, 10 Dec 2025 06:06:20 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!zokD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vghB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vghB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png 424w, https://substackcdn.com/image/fetch/$s_!vghB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png 848w, https://substackcdn.com/image/fetch/$s_!vghB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png 1272w, https://substackcdn.com/image/fetch/$s_!vghB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!vghB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png" width="1456" height="1030" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1030,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!vghB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png 424w, https://substackcdn.com/image/fetch/$s_!vghB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png 848w, https://substackcdn.com/image/fetch/$s_!vghB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png 1272w, https://substackcdn.com/image/fetch/$s_!vghB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb62ee53f-7652-4f40-ba6b-e5db2e0c86e5_1500x1061.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Copernicus Sentinel-5A has delivered its first images after its launch on 13 August 2025, marking a significant milestone in the monitoring of air quality from space. [<a href="https://www.copernicus.eu/en/media/image-day-gallery/first-images-copernicus-sentinel-5a">link</a>] Credit: ESA</figcaption></figure></div><p><strong>Copernicus Sentinel-1D and Sentinel-5A provide first images, marking important advances in earth and atmospheric monitoring</strong> [<a href="https://www.copernicus.eu/en/news/news/copernicus-sentinel-1d-and-sentinel-5a-provide-first-images-marking-important-advances">link</a>]<br>"Following their successful launches in 2025, two new Copernicus satellite missions, Sentinel-1D and Sentinel-5A, have returned their first images, representing important progress in the EU&#8217;s capacity to monitor the planet&#8217;s surface and atmosphere."</p><p><strong>Related:</strong><br><strong>Sentinel-1D delivers first images: from Antarctica to Bremen</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-1/Sentinel-1D_delivers_first_images_from_Antarctica_to_Bremen">link</a>]<br><strong>Sentinel-5 debuts images of atmospheric gases</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5/Sentinel-5_debuts_images_of_atmospheric_gases">link</a>]</p><div><hr></div><h2>Level-2 News</h2><p><strong>ESA Member States commit to largest contributions at Ministerial</strong> [<a href="https://www.esa.int/About_Us/Corporate_news/ESA_Member_States_commit_to_largest_contributions_at_Ministerial">link</a>]<br>Europe has just made its largest-ever commitment to space, with &#8364;22.3 billion approved at ESA&#8217;s Ministerial Council in Bremen. Member States reinforced Europe&#8217;s autonomy and leadership across science, Earth observation, navigation, telecommunications, security, and exploration under ESA&#8217;s Strategy 2040. This historic investment strengthens Europe&#8217;s resilience from space, advances next-generation Copernicus, and accelerates missions from climate monitoring to planetary defence. At 50 years on, ESA enters its next era with unprecedented political trust, ambition, and scale.</p><p><strong>Related:</strong></p><p><strong>ESA Keeps the Door Open for More Defense Funding</strong> [<a href="https://payloadspace.com/esa-keeps-the-door-open-for-more-defense-funding/">link</a>]<br>&#8220;ESA plans to keep subscriptions for a new defense initiative open for the next year, instead of following the typical process of finalizing funding at the close of each three-year ministerial meeting.</p><p>ESA&#8217;s new, record-breaking budget of &#8364;22.3B for the next three years includes funding for its proposed European Resilience from Space (ERS) program&#8212;a military-grade system of systems, providing surveillance, communications, navigation, and EO capabilities.</p><p>The proposal secured &#8364;1.2B of the &#8364;1.35B sought. The agency now wants to raise at least a further &#8364;250M from European defense ministries.&#8221;</p><div><hr></div><p><strong>Sentinel-2 Nighttime Imaging Campaign</strong> [<a href="https://dataspace.copernicus.eu/news/2025-12-5-sentinel-2-nighttime-imaging-campaign">link</a>]<br>"Sentinel-2A is conducting a special acquisition campaign to collect a set of Level-1B nighttime images during the ascending part of its orbit.</p><p>The campaign begun on 3 December 2025 and is designed to cover areas of interest related to gas flares, bright lights, wildfires, and fishing/marine activities. This exceptional activity will span one full Sentinel-2A cycle and will target only selected locations. Level-1B data will be acquired in either MSI (Multi-Spectral Instrument) VIC (Vicarious) mode or RAW mode. </p><div><hr></div><p><strong>ESA&#8217;s HydroGNSS mission launched to &#8216;scout&#8217; for water</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/FutureEO/HydroGNSS/ESA_s_HydroGNSS_mission_launched_to_scout_for_water">link</a>]<br>"The European Space Agency&#8217;s first Scout mission, HydroGNSS, was on 28 November, marking a significant step in advancing global understanding of water availability and the effects of climate change on Earth&#8217;s water cycle.</p><p>The two twin HydroGNSS satellites were carried into orbit at 19:44 CET aboard a SpaceX Falcon 9 rocket, as part of the Transporter-15 rideshare flight from the Vandenberg Space Force Base in California."</p><div><hr></div><p><strong>Transporter-15 Brings 140 Payloads to Orbit</strong> [<a href="https://payloadspace.com/transporter-15-brings-140-payloads-to-orbit/">link</a>]<br>"While SpaceX rideshare missions are always chock-full of new tech headed to orbit, Friday&#8217;s Transporter-15 flight was busier than most. The launch from Vandenberg Space Force Base in California deployed 140 payloads, which is the second-largest haul since regular Transporter flights began in 2021.<br>Transporter-15 carried dozens of EO sats intended to kickstart constellations&#8212;or build upon tech that&#8217;s already in orbit."</p><p><strong>Onboard Transporter-15:</strong></p><ul><li><p><strong>High-resolution radar satellites launched for Greece</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/High-resolution_radar_satellites_launched_for_Greece">link</a>]</p></li><li><p><strong>Italian mission adds to growing IRIDE space fleet</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/IRIDE/Italian_mission_adds_to_growing_IRIDE_space_fleet">link</a>]</p></li><li><p><strong>Terramind.tiny flying onboard Planetek Italia's AI-eXpress Plus satellite</strong> [<a href="https://www.planetek.it/en/news_events/news_archive/2025/11/third_ai_express_satellite_in_orbit_for_a_new_era_of_edge_intelligence_in_space">link</a>]</p></li></ul><div><hr></div><p><strong>ST Engineering to Build SAR Satellite for UAE Program</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/11/25/st-engineering-to-build-sar-satellite-for-uae-program/">link</a>]<br>"Emirati defense and tech company Edge Group has selected ST Engineering to build a synthetic aperture radar (SAR) satellite for the UAE&#8217;s national SAR constellation program, Sirb."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!32Li!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!32Li!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg 424w, https://substackcdn.com/image/fetch/$s_!32Li!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg 848w, https://substackcdn.com/image/fetch/$s_!32Li!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!32Li!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!32Li!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg" width="1024" height="576" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:576,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!32Li!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg 424w, https://substackcdn.com/image/fetch/$s_!32Li!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg 848w, https://substackcdn.com/image/fetch/$s_!32Li!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!32Li!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68dccddd-4718-4464-a95f-9511dd417e01_1024x576.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">BlackSky&#8217;s new Gen-3 imagery of the Port of Jebel Ali in Dubai. Credit: BlackSky</figcaption></figure></div><p><strong>BlackSky Releases First Images from New Gen-3 Satellite After Undisclosed Launch</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/11/25/blacksky-releases-first-images-from-new-gen-3-satellite-after-undisclosed-launch/">link</a>]<br>"BlackSky Technology released images from a recently launched Gen-3 satellite, reporting that it delivered images from the satellite less than 24 hours after launch."</p><div><hr></div><p><strong>A first for Europe as Infinite Orbits and SES will provide geostationary satellite life extension mission</strong> [<a href="https://news.satnews.com/2025/11/22/a-first-for-europe-as-infinite-orbits-and-ses-will-provide-geostationary-satellite-life-extension-mission/">link</a>]<br>"Following an in-orbit demonstration, Infinite Orbits will extend the lifespan of at least one of SES&#8217;s GEO satellites by five years, with further missions under consideration in the years ahead. This will make Infinite Orbits the first European company to carry out such a mission, and only the second in the world. This collaboration with the world&#8217;s biggest GEO satellite operator, Infinite Orbits further strengthens its position as a key partner for GEO in-orbit services."</p><div><hr></div><p><strong>Enabled Intelligence Bags $708M NGA Contract</strong> [<a href="https://payloadspace.com/enabled-intelligence-bags-708m-nga-contract/">link</a>]<br>"AI startup Enabled Intelligence won an IDIQ contract from the National Geospatial-Intelligence Agency (NGA) worth up to $708.3M to support data labeling activities across the US government. "</p><div><hr></div><p><strong>ESA and Norway explore possibility of Arctic Space Centre</strong> [<a href="https://www.esa.int/About_Us/Corporate_news/ESA_and_Norway_explore_possibility_of_Arctic_Space_Centre">link</a>]<br>"The European Space Agency has signed a letter of intent with Norway to advance the prospect of a new ESA Arctic Space Centre to be hosted in Troms&#248;."</p><div><hr></div><p><strong>Redwire lands $44 million DARPA award to build air-breathing satellite</strong> [<a href="https://spacenews.com/redwire-lands-44-million-darpa-award-to-build-air-breathing-satellite/">link</a>]<br>"Redwire secured a $44 million contract from the Defense Advanced Research Projects Agency to finish building a satellite designed to operate in very low Earth orbit. The award expands a 2024 agreement in which DARPA tapped the Florida company for its Otter Very Low Earth Orbit mission, an effort to field an air breathing spacecraft that can function in an extremely thin but still resistant atmosphere."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!L5fH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!L5fH!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png 424w, https://substackcdn.com/image/fetch/$s_!L5fH!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png 848w, https://substackcdn.com/image/fetch/$s_!L5fH!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png 1272w, https://substackcdn.com/image/fetch/$s_!L5fH!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!L5fH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png" width="768" height="301" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:301,&quot;width&quot;:768,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!L5fH!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png 424w, https://substackcdn.com/image/fetch/$s_!L5fH!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png 848w, https://substackcdn.com/image/fetch/$s_!L5fH!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png 1272w, https://substackcdn.com/image/fetch/$s_!L5fH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbbca54-60fe-4c84-b51b-df279db252c8_768x301.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>SRON provides new CAMS Service targeting methane emissions at facility level</strong> [<a href="https://www.sron.nl/en/actueel/sron-levert-nieuwe-cams-service-gericht-op-methaanemissies-op-fabrieksniveau/">link</a>]<br>"The Sentinel satellites, including the TROPOMI instrument, form the backbone of Europe&#8217;s Copernicus Earth Observation programme. For the methane emission monitoring within the Copernicus Atmosphere Monitoring Service (CAMS), this data is now complemented by a number of Copernicus Contributing Missions (CCMs) that provide additional information and higher resolution. ESRON will use CCMs to pinpoint individual methane sources all around the world, such as large gas leaks, to provide insights on emissions and initiate mitigation efforts. "</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>STAC Expands Its Reach</strong> [<a href="https://developmentseed.org/blog/2025-11-19-expanding-stac/">link</a>]<br>"October 2025 marked two big moments for the SpatioTemporal Asset Catalog (STAC) community: its recognition as an Open Geospatial Consortium (OGC) Community Standard and a community sprint focused on representing multidimensional data with Zarr. Together, they show how STAC is growing into a flexible framework for a wider range of geospatial data.</p><p>If you&#8217;re working with cloud-native geospatial data, this post explains why this matters."</p><div><hr></div><p><strong>The Next Phase of Aurora: Open and Collaborative AI for Weather and Climate Forecasting</strong> [<a href="https://blogs.microsoft.com/on-the-issues/2025/11/13/the-next-phase-of-aurora-open-and-collaborative-ai-for-weather-and-climate-forecasting/">link</a>]<br>Microsoft is doubling down on Aurora, its open-source AI model for weather and climate forecasting. Trained on massive atmospheric datasets, Aurora is already showing promise in predicting weather, hurricanes, air quality, and ocean dynamics. By keeping the platform open and expanding research partnerships, Microsoft aims to empower scientists and national meteorological services worldwide to deliver more accurate, locally tailored forecasts where they matter most.</p><div><hr></div><p><strong>TerraTorch and Iterate have been migrated to a dedicated GitHub organization, TerraStackAI, which will also aggregate other GeoAI projects</strong> [<a href="https://github.com/terrastackai">link</a>]</p><div><hr></div><p><strong>STAC Browser v4.0.0-rc.2 is out</strong> [<a href="https://github.com/radiantearth/stac-browser/releases/tag/v4.0.0-rc.2">link</a>]<br>"Alongside numerous bug fixes and smaller improvements, this release introduces a long-awaited feature: a new grid system for the card layout.</p><p>The first release candidate also delivered several major enhancements, including improved mapping capabilities through OpenLayers, a refreshed header design, and more." [<a href="https://www.linkedin.com/posts/matthias-mohr-565748178_stac-browser-v400-rc2-is-out-see-share-7400180695542947840-SBoH/">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!pTxt!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!pTxt!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png 424w, https://substackcdn.com/image/fetch/$s_!pTxt!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png 848w, https://substackcdn.com/image/fetch/$s_!pTxt!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png 1272w, https://substackcdn.com/image/fetch/$s_!pTxt!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!pTxt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png" width="1456" height="753" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:753,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!pTxt!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png 424w, https://substackcdn.com/image/fetch/$s_!pTxt!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png 848w, https://substackcdn.com/image/fetch/$s_!pTxt!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png 1272w, https://substackcdn.com/image/fetch/$s_!pTxt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef5747ae-f245-411c-b8c1-e1f407243f5b_3969x2053.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>IBM and ESA open-source AI models trained on a new dataset for analyzing extreme floods and wildfires</strong> [<a href="https://research.ibm.com/blog/geospatial-flood-and-wildfire-mapping">link</a>]<br>"IBM and ESA fine-tuned its multi-modal TerraMind models on a first-of-its kind dataset designed to improve how we prepare and respond to natural disasters."</p><p>ImpactMesh [<a href="https://huggingface.co/datasets/ibm-esa-geospatial/ImpactMesh-Fire">link</a>]<br>"ImpactMesh is a large-scale multimodal, multitemporal dataset for flood and wildfire mapping, released by IBM, DLR, and the ESA &#934;-lab. It integrates Sentinel-1 SAR, Sentinel-2 optical, Copernicus DEM, and high-quality annotations from Copernicus EMS. The technical report is released soon."</p><div><hr></div><p><strong>WeatherNext 2: Our most advanced weather forecasting model</strong> [<a href="https://blog.google/technology/google-deepmind/weathernext-2/">link</a>]<br>"Google DeepMind and Google Research are introducing WeatherNext 2, their most advanced and efficient forecasting model. WeatherNext 2 can generate forecasts 8x faster and with resolution up to 1-hour. This breakthrough is enabled by a new model that can provide hundreds of possible scenarios.</p><p>WeatherNext 2&#8217;s forecast data is now available in Earth Engine and BigQuery. They&#8217;re also launching an early access program on Google Cloud&#8217;s Vertex AI platform for custom model inference."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!zokD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!zokD!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg 424w, https://substackcdn.com/image/fetch/$s_!zokD!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg 848w, https://substackcdn.com/image/fetch/$s_!zokD!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!zokD!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!zokD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg" width="1456" height="903" 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srcset="https://substackcdn.com/image/fetch/$s_!zokD!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg 424w, https://substackcdn.com/image/fetch/$s_!zokD!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg 848w, https://substackcdn.com/image/fetch/$s_!zokD!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!zokD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fd70a96-e5ac-4664-aa6d-80e660840883_5922x3673.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">The Copernicus Sentinel-2 mission captures a spectacular geological wonder in the Sahara Desert of Mauritania: the Richat Structure. Credit: ESA</figcaption></figure></div><p><strong>Earth from Space: Eye of the Sahara</strong> [<a href="https://www.esa.int/ESA_Multimedia/Images/2025/11/Earth_from_Space_Eye_of_the_Sahara">link</a>]<br>"This giant feature looks out from a sea of golden sand in the Adrar Region of northern Mauritania. Once thought to be the site of a meteor impact, the Richat Structure is now believed to have been caused by a process of uplift of a large dome of molten rock that, once at the surface, was shaped by wind, sand and water erosion. Geologists agree that the structure is at least 100 million years old. </p><p>The layered formation consists of a series of concentric rings and resembles a bull&#8217;s eye from space, so is also known as the eye of the Sahara or the eye of Africa."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting read</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!uRrC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!uRrC!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!uRrC!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!uRrC!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!uRrC!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!uRrC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg" width="1456" height="681" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:681,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;EarthCARE improves estimates of the influence of clouds on Earth&#8217;s energy balance&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="EarthCARE improves estimates of the influence of clouds on Earth&#8217;s energy balance" title="EarthCARE improves estimates of the influence of clouds on Earth&#8217;s energy balance" srcset="https://substackcdn.com/image/fetch/$s_!uRrC!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!uRrC!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!uRrC!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!uRrC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09965d15-979c-485f-b82b-c94495046288_2309x1080.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"EarthCARE improves estimates of the influence of clouds on Earth&#8217;s energy balance" Credit: ESA</figcaption></figure></div><p><strong>EarthCARE lifts the clouds on climate models</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/FutureEO/EarthCARE/EarthCARE_lifts_the_clouds_on_climate_models">link</a>]<br>"True to its promise, the European Space Agency&#8217;s EarthCARE satellite is now being used to calculate directly how clouds and aerosols influence Earth&#8217;s energy balance &#8211; the all-important balance that regulates our climate. In doing so, EarthCARE is poised to sharpen the accuracy of climate models, the very tools that guide global climate policy and action."</p><p><strong>Related:<br>Exploring EarthCARE Data and Analysis Tools</strong> [<a href="https://earth.esa.int/eogateway/news/exploring-earthcare-data-and-analysis-tools">link</a>]<br>"To fully exploit the wealth of EarthCARE data, ESA and its partners have developed a comprehensive suite of data access, visualisation, analysis, and simulation tools. These tools not only support scientific discovery and validation, but also ensure that the mission&#8217;s data are readily usable by the broader research community.</p><p>From visualisation (Timeline Viewer, Imagery Portal), to analysis (MAAP, DIVA, ectools, earthcarekit), to simulation (ATLID, MSI and CPR simulators), the toolchain supports the full EarthCARE lifecycle from quicklooks to algorithm development and validation.</p><p>ESA provides two online platforms on which several tools are hosted. The platforms are EarthCARE MAAP (Multi-mission Algorithm and Analysis Platform) and DIVA (Demonstration of an Integrated approach for the Validation and exploitation of Atmospheric missions)."</p><div><hr></div><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;c6e4c355-3703-4e9d-9301-4228f97a94a3&quot;,&quot;caption&quot;:&quot;On a hot August afternoon in the early 2040s, a wildfire flares in a parched valley in the Mediterranean. A single satellite snaps a frame; just one tile in the endless strip of data silently collecting in low-Earth orbit.&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;size&quot;:&quot;md&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;The Cloud's Final Frontier: Orbital Data Centers and the Future of Earth Observation&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:17522216,&quot;name&quot;:&quot;Akis Karagiannis&quot;,&quot;bio&quot;:&quot;Just a Machine Learning Engineer trying to fill the gap between Machine Learning and Earth Observation&#8230; one epoch at a time! \n\nblinq.me/tqhOlnGsm9rg\n\n&quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f34a262c-d760-4248-8a87-e1babcfdf8a7_1890x2061.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-11-17T19:19:33.180Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!mEjC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4623a65f-8f7c-47b6-95dc-413e6ab575d2_1024x1024.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.spectralreflectance.space/p/the-clouds-final-frontier-orbital&quot;,&quot;section_name&quot;:&quot;EO In-Depth&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:179071328,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:6,&quot;comment_count&quot;:2,&quot;publication_id&quot;:1878687,&quot;publication_name&quot;:&quot;Spectral Reflectance&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!mQ62!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2edd3cb7-2ffd-48ee-aac3-ed1927536d5a_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div><hr></div><h2>LinkedIn Highlights</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ulnS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ulnS!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ulnS!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ulnS!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ulnS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ulnS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg" width="520" height="780" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1536,&quot;width&quot;:1024,&quot;resizeWidth&quot;:520,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!ulnS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ulnS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ulnS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ulnS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e906628-3fae-4973-8d11-79b342136f45_1024x1536.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>What makes TiTiler so valuable</strong> [<a href="https://www.linkedin.com/posts/anthonynboyd_if-youve-ever-made-a-paper-mache-globe-share-7394416834327822336-461V/">link</a>]</p><div><hr></div><p><strong>ESA&#8217;s InCubed is strengthening Europe&#8217;s global leadership in Earth Observation</strong> <br>[<a href="https://www.linkedin.com/posts/simonetta-cheli-7669879b_cm25-esadelivers-share-7398392746157371392-EiGR/">link</a>]<br>Europe&#8217;s EO sector is thriving at &#8364;2.66B in revenue, but growth depends on turning innovation into customers. ESA&#8217;s InCubed is doing exactly that: unlocking over &#8364;350M in private funding, accelerating scale-up, and strengthening Europe&#8217;s global leadership in Earth Observation.</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-126?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-126?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-126?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #125]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-125</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-125</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Mon, 08 Dec 2025 17:13:30 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!QrR_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 News</h2><p><strong>Sentinel-6B launched to extend record of sea-level rise</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-6/Sentinel-6B_launched_to_extend_record_of_sea-level_rise">link</a>]<br>"The Copernicus Sentinel-6B satellite is now circling Earth, ready to continue a decades-long mission to track the height of the planet&#8217;s seas &#8211; a key measure of climate change.</p><p>Like its predecessor, Sentinel-6 Michael Freilich, Sentinel-6B carries the latest radar altimetry technology to further extend the sea-surface height record that began in the early 1990s. These measurements help scientists understand sea-level rise &#8211; crucial information for shaping climate policy and protecting the millions of people living in coastal areas around the world."</p><div><hr></div><p><strong>Canada announces massive jump in funding to European Space Agency</strong> [<a href="https://www.reuters.com/business/canada-announces-massive-jump-funding-european-space-agency-2025-11-18/">link</a>]<br>"Canada, seeking tighter ties with the European Union, will boost its investment in European Space Agency programs by C$528.5 million ($377.96 million), a tenfold increase compared to previous contributions, a top cabinet member said on Tuesday.</p><p>Canadian Prime Minister Mark Carney, who won an April election on the back of a promise to diversify the economy in the face of U.S. tariffs, is pressing for tighter defense and security relations with the EU."</p><div><hr></div><p><strong>Satellogic Reports Third Quarter Financial Results</strong> [<a href="https://investors.satellogic.com/news-releases/news-release-details/satellogic-reports-third-quarter-financial-results">link</a>]<br>Satellogic reported strong momentum in Q3 2025, with revenue rising 29% to $3.6M while operating costs fell 18%. The company also strengthened its balance sheet through a $90M public offering and announced a seven-figure strategic data distribution deal with Suhora covering India and Nepal. In parallel, Satellogic unveiled its new 30 cm-class NextGen satellite platform with onboard AI processing.</p><div><hr></div><p><strong>ESA Business Incubation Centres: Celebrating 2000 Start-ups Empowered Across Europe</strong> [<a href="https://commercialisation.esa.int/2025/11/esa-business-incubation-centres-celebrating-2-000-startups-empowered-across-europe/">link</a>]<br>"The European Space Agency proudly celebrates a major milestone in its mission to nurture innovation and entrepreneurship as over 2000 European start-ups have now been successfully incubated through the ESA Business Incubation Centres (BICs) network. With 37 centres across 23 countries, the ESA BICs form Europe&#8217;s largest ecosystem dedicated to supporting space-related ventures."</p><div><hr></div><p><strong>GHGSat Orders 2 Satellites from SFL Missions for Methane-Monitoring Constellation</strong> [<a href="https://www.satellitetoday.com/manufacturing/2025/11/12/ghgsat-orders-2-satellites-from-sfl-missions-for-methane-monitoring-constellation/">link</a>]<br>"Montreal-based GHGSat has ordered two additional satellites from SFL Missions for its greenhouse gas monitoring constellation. The two companies have been longtime partners, with SFL Missions building 11 satellites for GHGSat over the past decade. </p><p>These satellites will be GHGSat-C18 and -C19. They will be built on SFL&#8217;s high-performance 15 kg NEMO satellite platform. GHGSat ordered two satellites from SFL last year as well."</p><div><hr></div><p><strong>Earth Fire Alliance and OroraTech Partner to Expand Global Access to Space-Based Wildfire Intelligence</strong> [<a href="https://www.earthfirealliance.org/news/earth-fire-alliance-and-ororatech-partner-to-expand-global-access-to-space-based-wildfire-intelligence">link</a>]<br>"Earth Fire Alliance (EFA) and OroraTech announced a new partnership aimed at transforming access to wildfire data for responders worldwide. </p><p>By combining data and efforts, EFA and OroraTech will empower agencies across the globe with real-time wildfire detection, monitoring, and mitigation insights. This partnership advances the organizations&#8217; common missions by launching initial services as soon as possible with a focus on non-governmental organization (NGO)-led fire management efforts in regions such as Kruger National Park in South Africa and conservation areas across the African continent."</p><div><hr></div><p><strong>Redwire Wins $44M DARPA Contract for VLEO Demo</strong> [<a href="https://payloadspace.com/redwire-wins-44m-darpa-contract-for-vleo-demo/">link</a>]<br>"Redwire Corporation ($RDW) landed a $44M Phase 2 contract from DARPA, which tasks Redwire to manufacture and deliver a VLEO satellite with air breathing electric propulsion (ABEP) technology.</p><p>The contract is part of DARPA&#8217;s Otter program, which aims to validate the tech in VLEO through a flight lasting more than a year at an orbital altitude between 90 and 250 km."</p><div><hr></div><p><strong>Carbon Mapper has helped the state of California mitigate methane emissions events</strong> [<a href="https://www.linkedin.com/posts/carbon-mapper_cutmethane-climatedata-cop30-activity-7394866747121688576-ReU7">link</a>]<br>"The California Air Resources Board shared that the Tanager-1 satellite and data from Carbon Mapper has helped the state identify and mitigate 10 large methane emissions events at oil and gas facilities since May."</p><div><hr></div><h2>Developer&#8217;s Orbit</h2><p><strong>Coherent Change Detection on phidown 0.1.22</strong> [<a href="https://www.linkedin.com/posts/roberto-del-prete-8175a7147_oopsagain-democratizing-sar-we-uploaded-activity-7393687547526389761-7xZ0">link</a>]<strong><br></strong>This tutorial uses a pair of Sentinel-1 SLC images over the area affected by the Port of Beirut explosion on August 4, 2020, at 5:00 p.m. CEST, to demonstrate coherence-based change detection for mapping surface changes.</p><ul><li><p><strong>Colab Notebook</strong> [<a href="https://colab.research.google.com/drive/17q3hpTf7Auh3HabApcGj3_6iH4h9Jbcg">link</a>]</p></li><li><p><strong>phidown Notebook</strong> [link]</p></li></ul><div><hr></div><p><strong>Integration of AIS data into phidown</strong> [<a href="https://github.com/ESA-PhiLab/phidown/blob/main/notebooks/4_sar_ais_example.ipynb">link</a>]<br>"This notebook walks through pulling Sentinel-1 SAR scenes and matching AIS reports for the same area and time window."</p><div><hr></div><p><strong>GDAL 3.12.0 &#8220;Chicoutimi&#8221; is released</strong> [<a href="https://www.linkedin.com/posts/gdalorg_zarr-activity-7393689622674935808-kf2u/">link</a>]<br>"It is a large user-facing release that continues the remaking of the GDAL command line. Follow <a href="https://github.com/OSGeo/gdal/blob/v3.12.0/NEWS.md">this link</a> or a full listing of features, bug fixes, and changes."</p><div><hr></div><p><strong>TerraTorch team celebrated its 1000 issues/pull requests anniversary</strong> [<a href="https://github.com/terrastackai/terratorch/issues/1000">link</a>]<br>TerraTorch reaching 1000 issues and pull requests indicates steady project maturity and active community engagement.</p><p><em>TerraTorch is a PyTorch domain library based on PyTorch Lightning and the TorchGeo domain library for geospatial data. [<a href="https://github.com/terrastackai/terratorch">link</a>]</em></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading &#8220;Spectral Reflectance&#8221;, feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Data</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!viN4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!viN4!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png 424w, https://substackcdn.com/image/fetch/$s_!viN4!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png 848w, https://substackcdn.com/image/fetch/$s_!viN4!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png 1272w, https://substackcdn.com/image/fetch/$s_!viN4!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!viN4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png" width="1456" height="753" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/da857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:753,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:778034,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/179183814?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!viN4!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png 424w, https://substackcdn.com/image/fetch/$s_!viN4!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png 848w, https://substackcdn.com/image/fetch/$s_!viN4!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png 1272w, https://substackcdn.com/image/fetch/$s_!viN4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fda857438-90e3-48ef-a4a4-a7161b50f573_2554x1321.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Wyvern&#8217;s open data program is now browsable via map</strong> [<a href="https://opendata.wyvern.space/#/?.language=en">link</a>]<br>Wyvern launched their Open Data Program back in February 2025 and has been updating a open knowledge centre for working with Wyvern hyperspectral imagery. [<a href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-109?utm_source=publication-search#:~:text=Wyvern%20announced%20the%20launch%20of%20their%20Open%20Data%20Program%20%5Blink%5D">link</a>]</p><p>Making their catalog browsable via map is a nice touch! </p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!I58z!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!I58z!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg 424w, https://substackcdn.com/image/fetch/$s_!I58z!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg 848w, https://substackcdn.com/image/fetch/$s_!I58z!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!I58z!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!I58z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg" width="1456" height="1456" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;The city of Turin (Italy) seem with the new EMC-BUILT data set. White areas are more than 300m from the nearest building detected.&quot;,&quot;title&quot;:&quot;The city of Turin (Italy) seem with the new EMC-BUILT data set. White areas are more than 300m from the nearest building detected.&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="The city of Turin (Italy) seem with the new EMC-BUILT data set. White areas are more than 300m from the nearest building detected." title="The city of Turin (Italy) seem with the new EMC-BUILT data set. White areas are more than 300m from the nearest building detected." srcset="https://substackcdn.com/image/fetch/$s_!I58z!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg 424w, https://substackcdn.com/image/fetch/$s_!I58z!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg 848w, https://substackcdn.com/image/fetch/$s_!I58z!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!I58z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa64f793d-5670-4dc0-9a11-a91d5d16c02c_1536x1536.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Datasets added to the gee-community-catalog</strong> [<a href="https://gee-community-catalog.org/changelog/">link</a>]</p><ul><li><p>Copernicus EMC-BUILT Global Built-up Surface R2025A</p></li><li><p>OpenBuildingMap Global Building Footprints with Semantic Information</p></li><li><p>Global Renewables Watch Temporal Dataset of Solar and Wind Energy</p></li><li><p>Biodiversity Intactness Index (BII) for sub-Saharan Africa</p></li></ul><p><strong>Related:<br>EMC-BUILT R2025A &#8211; Exposure Mapping Component built-up surface grid, derived from Sentinel-2 year 2022</strong> [<a href="https://human-settlement.emergency.copernicus.eu/emc_built_s.php">link</a>]</p><div><hr></div><p><strong>GFM now includes data from Sentinel-1C</strong> [<a href="https://global-flood.emergency.copernicus.eu/news/223-gfm-now-includes-data-from-sentinel-1c/">link</a>]<br>The Global Flood Monitoring (GFM) product of the Copernicus Emergency Management Service (CEMS) is now including data from Sentinel1C.</p><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!QrR_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!QrR_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg 424w, https://substackcdn.com/image/fetch/$s_!QrR_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg 848w, https://substackcdn.com/image/fetch/$s_!QrR_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!QrR_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!QrR_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg" width="1456" height="1227" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1227,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!QrR_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg 424w, https://substackcdn.com/image/fetch/$s_!QrR_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg 848w, https://substackcdn.com/image/fetch/$s_!QrR_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!QrR_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3fef0bf-f87d-48b6-8990-1aab490e8db8_3739x3150.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Iraq Reservoirs Plunge to Low Levels</strong> [<a href="https://earthobservatory.nasa.gov/images/154874/iraq-reservoirs-plunge-to-low-levels">link</a>]<br>"Satellite observations of Lake Tharthar show that the reservoir&#8217;s water levels have swung sharply during the past three decades.</p><p>The lake, Iraq&#8217;s largest, lies within a broad natural depression between the Tigris and Euphrates rivers, although its water comes only from the Tigris. During periods of excess flow, water managers divert floodwater from the river at the Samarra barrage via a canal and into the reservoir. These inflows usually cause water levels to spike in the spring, when snowmelt in the headwaters of the Tigris in T&#252;rkiye and Iran joins with runoff from seasonal rains.</p><p>However, a lack of snow and rain, along with upstream diversions, have starved the reservoir of inflow in recent years, preventing water levels from rising in 2021, 2022, and 2023. Despite a slight improvement in 2024, plunging water levels have accompanied the multi-year drought."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><p><strong>The Cloud Native Geospatial Conference &#8212; Now in One NotebookLM</strong> [<a href="https://www.linkedin.com/posts/simon-ilyushchenko-6593201_google-notebooklm-your-research-and-thinking-activity-7393708376481783810-tnsw">link</a>]<br>A NotebookLM resource covering the Cloud Native Geospatial (CNG) conference<br>After the ~60 talks from the Cloud Native Geospatial (CNG) conference in Utah were released, Simon Ilyushchenko, Google Earth Engine Data Ingestion Lead, used Gemini Deep Research to synthesise them into a cohesive narrative summary. He then spent significant time refining and editing the output into a high-quality NotebookLM resource, now accompanied by a podcast version. A great way to catch up on the full conference in one structured pass.</p><p><strong>Cloud Native Geospatial 2025: Systems, Lakehouse, and Generative AI</strong> [<a href="https://notebooklm.google.com/notebook/3bbdcc37-e56b-424d-92a4-d3d1cb61d70f">link</a>]</p><div><hr></div><p><strong>Global Nature Watch Turns Data into Environmental Intelligence</strong> [<a href="https://developmentseed.org/blog/2025-10-16-global-nature-watch/">link</a>]<br>Global Nature Watch is a new AI-powered, open monitoring platform that turns more than 80 peer-reviewed environmental datasets into accessible planetary intelligence. Built with Land &amp; Carbon Lab, it lets anyone ask plain-language questions about forests, grasslands, wetlands, agriculture, and carbon &#8212; and get authoritative maps and insights in seconds. Powered by GeoAgents and cloud-native geospatial infrastructure, it bridges rigorous science with real-world decision-making for communities, policymakers, and businesses worldwide.</p><div><hr></div><p><strong>Common Practices for Quantifying Methane Emissions from Plumes Detected by Remote Sensing</strong> [<a href="https://zenodo.org/records/17047789">link</a>]<br>This document establishes community-accepted best practices for quantifying methane emissions from spectroscopic remote sensing of individual plumes. Developed by domain experts, it promotes consistency in how methane estimates are generated, validated, reported, and quality-controlled across different sensors and methodologies. Aimed at both data producers and users, it provides essential guidance for ensuring that emission products are reliable, transparent, and fit for purpose.</p><div><hr></div><h2>Climate</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UvDa!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UvDa!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UvDa!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UvDa!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UvDa!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UvDa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg" width="1456" height="781" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:781,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Screenshot of at least 20 slides on Climate Change: Key facts from Climate Central Inc.&quot;,&quot;title&quot;:&quot;Screenshot of at least 20 slides on Climate Change: Key facts from Climate Central Inc.&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Screenshot of at least 20 slides on Climate Change: Key facts from Climate Central Inc." title="Screenshot of at least 20 slides on Climate Change: Key facts from Climate Central Inc." srcset="https://substackcdn.com/image/fetch/$s_!UvDa!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UvDa!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UvDa!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UvDa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf560006-473c-4225-ae4e-e247ca77a04c_2048x1098.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>A Free Slide Deck on Climate Change</strong> [<a href="https://www.climatecentral.org/climate-matters/climate-change-key-facts">link</a>]<br>"Climate Central created Climate Change: Key Facts, a free slide deck available in English and Spanish, using their <a href="https://www.climatecentral.org/resources?type=Climate+Matters&amp;tab=content">library of Climate Matters content</a> &#8212; all of which is reviewed by staff scientists in line with our high standards for accuracy and clarity. </p><p>The 72-slide presentation features Climate Central&#8217;s clear and compelling graphics. Speaker notes on each slide explain the science and include links to learn more and customize the presentation with local graphics for 240+ U.S. cities."</p><div><hr></div><p><strong>ESA investigates high-stakes Amazon tipping point</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_investigates_high-stakes_Amazon_tipping_point">link</a>]<br>"For decades, the Amazon rainforest has quietly absorbed vast quantities of human-generated carbon dioxide, helping to slow the pace of climate change. Recent evidence, however, suggests that this vital natural buffer may be weakening &#8211; though uncertainties remain.</p><p>To help close this critical knowledge gap, European and Brazilian researchers have gathered deep in the Amazon to carry out an ambitious European Space Agency-funded field campaign."</p><div><hr></div><h2>Podcasts</h2><div id="youtube2-EGj6AGTgjnk" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;EGj6AGTgjnk&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/EGj6AGTgjnk?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Join <a href="https://www.linkedin.com/in/mbforr/">Matt Forrest</a>, <a href="https://www.linkedin.com/in/christopherren/">Chris</a>, and <a href="https://www.linkedin.com/in/isaaccorley/">Isaac</a> as they cut through the noise of geospatial AI to explore whether foundation models are truly ready for deployment, or if the field is still navigating a &#8220;wild wild west&#8221; of unproven tools and hype.<br>This discussion challenges the industry&#8217;s obsession with foundation models, arguing that &#8220;scale is a trap&#8221; and that solving fundamental data infrastructure bottlenecks often creates more value than complex deep learning. <br>Ultimately, the conversation suggests that the best way to cut through the noise is to simply &#8220;go touch some data&#8221; and focus on solving specific, real-world problems with grounded methods.</p><div><hr></div><h2>LinkedIn Highlights</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Cbre!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Cbre!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Cbre!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Cbre!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Cbre!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Cbre!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg" width="1080" height="1080" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1080,&quot;width&quot;:1080,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:&quot;No alternative text description for this image&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!Cbre!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Cbre!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Cbre!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Cbre!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8afae3be-f07a-4910-83dd-1032a37dd15a_1080x1080.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>QGIS vs. ArcGIS in Google Trends</strong> [<a href="https://www.linkedin.com/posts/mbforr_qgis-vs-arcgis-in-google-trends-originally-ugcPost-7394364181048729600-Chej/">link</a>]<br>A quick look at QGIS vs. ArcGIS popularity using Google Trends, via <a href="https://www.linkedin.com/in/mbforr/">Matt Forest</a>.</p><div><hr></div><p><strong>&#8220;A super cool use case for Skysat videos from orbit: Measuring river flow rates from space&#8221;</strong> [<a href="https://www.linkedin.com/posts/cassidy-rankine_rivers-flowrate-hydrology-share-7393896821187784704-wsei/">link</a>]</p><div><hr></div><p><strong>Maps, Models and Systems in Spatial Understanding</strong> [<a href="https://www.linkedin.com/posts/aravindravichandran_ive-been-thinking-about-the-recently-published-share-7394749001075531776-SsOx/">link</a>]<br>Building on Fei-Fei Li&#8217;s &#8220;Spatial Intelligence,&#8221; <a href="https://www.linkedin.com/in/aravindravichandran/">Aravind</a> frames geospatial understanding in three layers: maps, models, and systems. While EO has mastered maps and is moving into models, true value is shifting toward systems that drive decisions.</p><div><hr></div><h2>Call For Papers</h2><p><strong>Call for Papers: ITU Kaleidoscope 2026</strong> [<a href="https://www.itu.int/en/ITU-T/academia/kaleidoscope/2026/Pages/default.aspx">link</a>]<br>"Kaleidoscope 2026, hosted by the AI for Good Global Summit 2026, invites multidisciplinary, original research proposals that explore how frontier technologies, including artificial intelligence, brain&#8211;computer interface, embodied AI, autonomous driving, geospatial and quantum information technologies interface with telecommunications."<br><em>Submission of full paper proposals: 15 December 2025</em></p><div><hr></div><h2>Learning</h2><p><strong>Can we generate a credible SAR image from an optical image?</strong> [<a href="https://elisecolin.medium.com/can-we-generate-a-credible-sar-image-from-an-optical-image-7d41a5ce314a">link</a>]<br>Elise Colin dives into the physics, philosophy, and hard limits of SAR simulation, unpacking what generative models can (and can&#8217;t) truly reproduce. If you work with radar, generative AI, or remote sensing realism, this is a must-read.</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-125?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-125?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-125?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #124]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-124</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-124</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Mon, 10 Nov 2025 15:31:55 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!XLjJ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 News</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!XLjJ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!XLjJ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg 424w, https://substackcdn.com/image/fetch/$s_!XLjJ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg 848w, https://substackcdn.com/image/fetch/$s_!XLjJ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!XLjJ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!XLjJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg" width="1456" height="971" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:971,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2330362,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/178333784?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!XLjJ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg 424w, https://substackcdn.com/image/fetch/$s_!XLjJ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg 848w, https://substackcdn.com/image/fetch/$s_!XLjJ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!XLjJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4c230a5c-f1b1-4c4a-b013-a8c075e2eb76_6048x4032.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Ariane 6 launches Sentinel-1D. Credit: ESA/CNES/Arianespace/ArianeGroup/Optique video du CSG&#8211;P. Piron</figcaption></figure></div><p><strong>Ariane 6 launches Sentinel-1D</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-1/Sentinel-1D_reaches_orbit_on_Ariane_6">link</a>]<br>"The Copernicus Sentinel-1D satellite has joined the Sentinel-1 mission in orbit. Launch took place on 4 November 2025 at 22:02 CET (18:02 local time) on board an Ariane 6 launcher from Europe&#8217;s Spaceport in French Guiana."</p><div><hr></div><p><strong>ESA&#8217;s HydroGNSS Scout satellites ready for launch</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/FutureEO/HydroGNSS/ESA_s_HydroGNSS_Scout_satellites_ready_for_launch">link</a>]<br>"After arriving at the California launch site at the end of September, the two HydroGNSS satellites have been carefully prepared for liftoff, scheduled this month.</p><p>HydroGNSS &#8211; a twin-satellite mission &#8211; marks the European Space Agency&#8217;s first &#8216;Scout&#8217; venture. By harnessing signals from navigation satellites, HydroGNSS will help scientists gain new insights into key climate variables linked to water."</p><div><hr></div><p><strong>Rheinmetall and ICEYE establish joint venture in Neuss</strong> [<a href="https://www.iceye.com/newsroom/press-releases/rheinmetall-and-iceye-establish-joint-venture-in-neuss">link</a>]<br>"The technology group Rheinmetall and ICEYE, have completed the establishment of their joint venture, Rheinmetall ICEYE Space Solutions GmbH, based in Neuss, Germany. As the majority shareholder, Rheinmetall AG holds 60 per cent of the shares in the joint venture, while ICEYE Oy holds 40 per cent."</p><div><hr></div><p><strong>Space4Good to expand rainforest protection with new funding</strong> [<a href="https://www.space4good.com/post/space4good-to-expand-rainforest-protection-with-new-funding">link</a>]<br>"Space4Good has successfully closed a funding round led by Arches Capital, with participation from Empower Impact and Indigo Ventures!<br>Specifically, funding will enable Space4Good to:</p><ul><li><p>Further scale FORESTER in tropical regions across Southeast Asia, Latin America, and Africa, bringing trusted forest insights to teams on the ground.</p></li><li><p>Have product learnings across varying customers, leading to ever ever-improving product suite.</p></li><li><p>Grow Space4Good&#8217;s team and operations to meet growing international demand for verifiable environmental data.</p></li></ul><div><hr></div><p><strong>Weekend SpaceX Bandwagon Mission Launches 18 Payloads to Mid-Inclination Orbit</strong> [<a href="https://www.satellitetoday.com/launch/2025/11/03/weekend-spacex-bandwagon-mission-launches-18-payloads-to-mid-inclination-orbit/">link</a>]<br>SpaceX&#8217;s Bandwagon-4 rideshare mission carried 18 payloads to mid-inclination orbit. The launch included several Earth Observation missions. Among them, three ICEYE-built SAR satellites for Space42, a LEMUR-2 satellite from Spire Global, and t<a href="https://www.linkedin.com/posts/rei-goffer-73757984_nov22025launchmp4-activity-7391836991920762880-Wtly">wo weather-monitoring satellites from Tomorrow.io</a>.</p><div><hr></div><p><strong>Rocket Lab launches &#8220;The Nation God Navigates&#8221; to join SAR constellation for Japan</strong> [<a href="https://news.satnews.com/2025/11/05/rocket-lab-launches-the-nation-god-navigates-to-join-sar-constellation-for-japn/">link</a>]<br>"&#8220;The Nation God Navigates&#8221; launched from Rocket Lab Launch Complex 1 in New Zealand at 19:51 UTC on November 5, 2025, deploying QPS-SAR-14, nicknamed YACHIHOKO-I for the Japanese god of nation-building, to a 575km circular Earth orbit.<br>This satellite joins the rest of the QPS-SAR constellation in providing high resolution synthetic aperture radar (SAR) images and Earth monitoring services globally. iQPS aims to build a constellation of 36 SAR satellites that will provide near-real-time images of Earth every 10 minutes."</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>Introducing OlmoEarth Platform: Powerful open infrastructure for planetary insights</strong> [<a href="https://allenai.org/blog/olmoearth">link</a>]<br>AI2 has released the OlmoEarth Platform, an open system that helps turn satellite, radar, and elevation data into up-to-date environmental insights. It&#8217;s built on the OlmoEarth foundation model, trained on millions of Earth observations and easy to adapt for tasks like crop mapping, wildfire risk, or deforestation monitoring. The platform includes open code, APIs, and tools such as OlmoEarth Studio and Viewer for building and sharing custom Earth observation models.</p><p><strong>Related:</strong></p><ul><li><p><strong>OlmoEarth: A new state-of-the-art Earth observation foundation model family</strong> [<a href="https://allenai.org/blog/olmoearth-models?utm_source=linkedin&amp;utm_medium=social&amp;utm_campaign=olmoearth">link</a>]</p></li><li><p><strong>GitHub: olmoearth_pretrain - Earth system foundation model data, training, and eval</strong> [<a href="https://github.com/allenai/olmoearth_pretrain">link</a>]</p></li><li><p><strong>OlmoEarth models on HuggingFace</strong> [<a href="https://huggingface.co/collections/allenai/olmoearth">link</a>]</p></li><li><p><strong>Technical report</strong> [<a href="https://www.datocms-assets.com/64837/1762355216-olmoearth_v2.pdf">link</a>]</p></li></ul><div><hr></div><p><strong>Introducing wkls: A Python Library for Instantly Accessing Global Administrative Boundaries</strong> [<a href="https://wherobots.com/blog/wkls-python-global-administrative-boundaries/?utm_campaign=Wherobots&amp;utm_source=linkedin&amp;utm_medium=social&amp;utm_content=wkls">link</a>]<br>"Wherobots introduced Well Known Locations (wkls), a Python library for instantly accessing global administrative boundaries.<br>If you&#8217;ve ever spent hours searching for shapefiles, hardcoding coordinates, or maintaining boilerplate code just to define a city or country boundary, this one&#8217;s for you.<br>With wkls (&#8221;Whickles&#8221;), you can access more than 625K global administrative boundaries from countries to cities in a single, clean, chainable Python syntax."</p><div><hr></div><p><strong>Releasing lonboard 0.13!</strong> [<a href="https://developmentseed.org/lonboard/latest/blog/2025/11/05/releasing-lonboard-013/">link</a>]<br>"Lonboard is a Python library for fast, interactive geospatial vector data visualization in Jupyter.<br>What&#8217;s new in Lonboard version 0.13:</p><ul><li><p>New layer types: H3, S2, Geohash, A5 and fixed HeatmapLayer </p></li><li><p>Interleaved rendering with Maplibre: render data layers beneath Maplibre text labels</p></li><li><p>Map UI elements (&#8221;controls&#8221;): scale, fullscreen, navigation</p></li><li><p>Significant performance improvements: fixing earlier regressions"</p></li></ul><div><hr></div><p><strong>A new release for PROPAGATOR: advancing wildfire modeling</strong> [<a href="https://www.linkedin.com/posts/cima-research-foundation_propagator-activity-7392146275112136704-XVlA">link</a>]<br>The CIMA Research Foundation announced that a new release of PROPAGATOR, wildfire spread simulation model, is now available as an open-source project on GitHub. </p><ul><li><p><strong>GitHub:</strong> https://github.com/CIMAFoundation/propagator_sim</p></li><li><p><strong>Docs:</strong> https://cimafoundation.github.io/propagator_sim/0.0.2/</p></li><li><p><strong>Paper:</strong> PROPAGATOR: An Operational Cellular-Automata Based Wildfire Simulator [<a href="https://www.mdpi.com/2571-6255/3/3/26">link</a>]</p></li></ul><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Data</h2><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;0eb2f0b3-1a4d-4027-bdab-ab4f7defa585&quot;,&quot;duration&quot;:null}"></div><p><strong>&#934;-lab Interactive AIS Map</strong> [<a href="https://huggingface.co/spaces/sirbastiano94/AIS">link</a>]<br>&#8220;This data access provides globally collected Automatic Identification System (AIS) data, structured and organized on a daily basis for consistent access and analysis. Lightweight utilities to fetch and normalize AIS (Automatic Identification System) data from the AIS Hub webservice.&#8221;</p><div><hr></div><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;d5677db3-8d8a-44f1-a43e-9dfb2607a731&quot;,&quot;duration&quot;:null}"></div><p><strong>From Legacy CSVs to Cloud-Native Geodata</strong> [<a href="https://developmentseed.org/blog/2025-10-08-spatial-access-lab/">link</a>]<br>"Development Seed rebuilt Canada&#8217;s Spatial Access Measures dataset to show what happens when public data meets modern tools. By converting the legacy CSVs to GeoParquet and running them through DuckDB-WASM and deck.gl, they created an interactive map that works entirely in the browser. It&#8217;s fast, lightweight, and ready to explore."</p><p><strong>Demo:</strong> https://developmentseed.org/spatial-access-measures/<br><strong>GitHub:</strong> https://github.com/developmentseed/spatial-access-measures/</p><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!RzIC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!RzIC!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg 424w, https://substackcdn.com/image/fetch/$s_!RzIC!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg 848w, https://substackcdn.com/image/fetch/$s_!RzIC!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!RzIC!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!RzIC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg" width="1456" height="1457" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1457,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1848436,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/178333784?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!RzIC!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg 424w, https://substackcdn.com/image/fetch/$s_!RzIC!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg 848w, https://substackcdn.com/image/fetch/$s_!RzIC!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!RzIC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3b1ece38-ad0f-4d66-b60d-577eda5cc1f7_1967x1969.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">The HEO constellation acquired this image on 30 September 2025. Credit: IRIDE</figcaption></figure></div><p><strong>Earth from Space: Branco River, Brazil</strong> [<a href="https://www.esa.int/ESA_Multimedia/Images/2025/11/Earth_from_Space_Branco_River_Brazil">link</a>]<br>"As 30th UN Climate Change Conference of the Parties (COP30) takes place in Bel&#233;m, Brazil, from 10-21 November, this image shows the Branco River and its surrounding forests in the Brazilian state of Roraima. It was captured by IRIDE&#8217;s Hawk for Earth Observation (HEO) constellation, launched earlier this year."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!S68z!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!S68z!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png 424w, https://substackcdn.com/image/fetch/$s_!S68z!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png 848w, https://substackcdn.com/image/fetch/$s_!S68z!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png 1272w, https://substackcdn.com/image/fetch/$s_!S68z!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!S68z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png" width="1456" height="686" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:686,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1225283,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/178333784?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!S68z!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png 424w, https://substackcdn.com/image/fetch/$s_!S68z!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png 848w, https://substackcdn.com/image/fetch/$s_!S68z!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png 1272w, https://substackcdn.com/image/fetch/$s_!S68z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb4a78ae5-4d8f-4839-92a6-abf2f005abf3_1682x793.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Queryable Earth</strong> [<a href="https://element84.com/queryable-earth">link</a>]<br>Element84 released Queryable Earth, a demo that showcases natural-language search across satellite imagery. Built on top of vision-language foundation models (VLMs) and LLMs, the system translates text queries, like &#8220;Find wetlands near Cape Cod&#8221;, into vector embeddings and matches them against pre-indexed satellite imagery of Massachusetts.</p><p>This approach is powered by models such as SkyCLIP and RemoteCLIP, which align satellite imagery and natural language in a shared embedding space. Instead of training models for specific object detection tasks, these VLMs understand what the image depicts in broader, semantic terms, making it possible to query imagery at scale through plain language.</p><div><hr></div><p><strong>Exploring a space-based, scalable AI infrastructure system design</strong> [<a href="https://research.google/blog/exploring-a-space-based-scalable-ai-infrastructure-system-design/">link</a>]<br>Google announced <a href="https://blog.google/technology/research/google-project-suncatcher/">Project Suncatcher</a>, an ambitious initiative to build solar-powered AI data centers in space. The project envisions constellations of satellites equipped with Tensor Processing Units (TPUs) and free-space optical links to run machine learning directly in orbit, leveraging solar energy. Prototype satellites, developed in partnership with Planet, are scheduled for launch in 2027.</p><p><strong>Related:</strong></p><ul><li><p><strong>Preprint Paper:</strong> <strong>Towards a future space-based, highly scalable AI infrastructure system design</strong> [<a href="https://services.google.com/fh/files/misc/suncatcher_paper.pdf">link</a>]</p></li><li><p><strong>Planet to Build and Operate Advanced Space Platform for Google&#8217;s Project Suncatcher Moonshot</strong> [<a href="https://www.planet.com/pulse/planet-to-build-and-operate-advanced-space-platform-for-google-s-project-suncatcher-moonshot/">link</a>]</p></li></ul><p><strong>A Parallel Effort:<br></strong>Startup Starcloud has <a href="https://www.datacenterdynamics.com/en/news/starcloud-1-satellite-reaches-space-with-nvidia-h100-gpu-now-operating-in-orbit/">launched Starcloud-1 on November 2</a> aboard SpaceX&#8217;s Bandwagon-4 rideshare mission, to demonstrate orbital GPU compute using NVIDIA H100 hardware ; a parallel effort to Google&#8217;s Project Suncatcher, both advancing the vision of space-based AI infrastructure powered by solar energy and satellite-to-satellite links.</p><p><strong>Related:<br>How Starcloud Is Bringing Data Centers to Outer Space</strong> [<a href="https://blogs.nvidia.com/blog/starcloud/">link</a>]<br><strong>Powerful NVIDIA chip launching to orbit next month to pave way for space-based data centers</strong> [<a href="https://www.space.com/technology/nvidia-gpu-heads-to-space-starcloud-1">link</a>]</p><div><hr></div><p><strong>Cameras, GIS, and Why Tools Don&#8217;t Make You Special Anymore</strong> [<a href="https://www.linkedin.com/pulse/cameras-gis-why-tools-dont-make-you-special-anymore-daniel-o-donohue-ch6sc/">link</a>]<br>Follow this post by <a href="https://www.linkedin.com/in/danielodonohue/">Daniel O&#8217;Donohue</a>, where he reflects on the future of geospatial experts in an era when the bar to access and use geospatial tools keeps getting lower.</p><div><hr></div><div id="youtube2-zthssUIFG6c" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;zthssUIFG6c&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/zthssUIFG6c?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p><strong>Programmer installed and ran Doom on an orbiting European Space Agency satellite</strong> [<a href="https://www.tomshardware.com/video-games/doom-can-run-just-about-anywhere-including-space-hacker-recounts-tale-of-running-the-game-on-an-orbiting-satellite">link</a>]<br>"There were lots of interesting topics discussed in the recent Ubuntu Summit, but one in particular might just tickle the fancy of most any techie above 30: the story of how <em>Doom</em> was actually running in space. Programmer &#211;lafur Waage <a href="https://www.youtube.com/watch?v=zthssUIFG6c">recounted the tale</a> of when his team took part in the European Space Agency&#8217;s hacking challenge and got the seminal game running on a satellite."</p><div><hr></div><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;5e5b5a07-26e8-42f6-bab4-71296a6a931d&quot;,&quot;duration&quot;:null}"></div><p><strong>Beyond the Echo - How satellites steer the radar beam</strong> [<a href="https://www.iceye.com/blog/beyond-the-echo-how-satellites-steer-the-radar-beam?utm_campaign=28285240-Beyond%20the%20Echo&amp;utm_content=355878434&amp;utm_medium=social&amp;utm_source=linkedin&amp;hss_channel=lcp-4856503">link</a>]<br>ICEYE explains how satellites use hybrid (mechanical/electronic) steering to capture multiple radar images in a single pass, making it possible to follow features like rivers, roads, or other curved paths with high precision..</p><div><hr></div><h2>LinkedIn Highlights</h2><p><strong>When satellites miss what communities see</strong> [<a href="https://www.linkedin.com/posts/activity-7393188102368030720-3CVq">link</a>]<br>Follow this LinkedIn post by <a href="https://www.linkedin.com/in/tobiasjbaumann/">Tobias Baumann</a>, where he breaks down <a href="https://www.nature.com/articles/s41598-025-23133-5">new research in Scientific Reports</a> by Iheaturu et al. (University of Bern). The study reveals a striking &#8220;scale mismatch&#8221; between what satellites report and what communities experience.</p><div><hr></div><p><strong>Interpreting Embedding Dimensions by <a href="https://www.linkedin.com/in/samuel-barrett-b86b85171/">Samuel Barrett</a></strong> [<a href="https://www.linkedin.com/posts/samuel-barrett-b86b85171_earthobservation-foundationmodels-embeddings-activity-7391090600701366272-a3eH">link</a>]</p><div><hr></div><h2>Upcoming Events</h2><p><strong>Training course: Numerical methods for weather prediction</strong> [<a href="https://events.ecmwf.int/event/497/">link</a>]<br>"This course describes contemporary methods, recent advancements, and current challenges in numerical techniques used across a broad range of weather prediction models for solving the governing equations of atmospheric dynamics on High-Performance Computing (HPC) systems. The methods  covered are relevant to short and medium-range forecasting, seasonal prediction, climate modelling, and both global and limited area simulations."</p><p><em>ECMWF | Reading | 13-17 April 2026<br>Applications for this course close on 30 November 2025</em></p><div><hr></div><h2>Opportunities</h2><ul><li><p><strong>Water Resources Specialist at FAO</strong> [<a href="https://jobs.fao.org/careersection/fao_external/jobdetail.ftl?job=2502651">link</a>]</p></li><li><p><strong>Manufacturing Deployment &amp; AIT Manager at ICEYE (Greece)</strong> [<a href="https://apply.workable.com/iceye/j/1EF77CB35C/">link</a>]</p></li><li><p><strong>Satellite Production Intern  at ICEYE (Finland)</strong> [<a href="https://www.linkedin.com/jobs/view/4334737562/">link</a>]</p></li><li><p><strong>Geospatial Image Analyst at ICEYE</strong> [<a href="https://www.linkedin.com/jobs/view/4332456100/?alternateChannel=search&amp;eBP=NON_CHARGEABLE_CHANNEL&amp;refId=44SKulBpWqKIcAN4dRPOnA%3D%3D">link</a>]</p></li><li><p><strong>Senior Product Manager, Monitoring Imagery at Planet (US)</strong> [<a href="https://www.linkedin.com/jobs/view/4312500319/?refId=acq70OOdTMS7NyCkSI5W1A%3D%3D">link</a>]</p></li><li><p><strong>Digital Health and Geospatial health Consultant Roster at UNICEF</strong> [<a href="https://jobs.unicef.org/en-us/job/585502/digital-health-and-geospatial-health-consultant-roster">link</a>]</p></li><li><p><strong>PhD Opportunity at University of Cambridge: AI for Geohazard Early Detection</strong> [<a href="https://www.findaphd.com/phds/project/enabling-spaceborne-multihazard-early-warnings-through-ai/?p189424">link</a>]</p></li><li><p><strong>Multiple Postdoctoral Fellowships at The Department of Land Surveying and Geo-Informatics at The Hong Kong Polytechnic University</strong> [<a href="https://www.linkedin.com/posts/research-centre-for-artificial-intelligence-in-geomatics-678686291_postdoc-researchopportunity-smarttraffic-activity-7385859381806063616-P7B1">link</a>]</p></li></ul><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-124?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-124?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-124?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #123]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-123</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-123</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Sat, 01 Nov 2025 09:12:47 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!UvYD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h3>Living Planet Fellowship call for proposals 2025 [<a href="https://eo4society.esa.int/2025/10/17/living-planet-fellowship-call-for-proposals-2025-2/">link</a>]</h3><p>ESA invites young researchers in ESA Member States to submit scientific proposals to the Living Planet Fellowship Call 2025. The LPF aims at supporting the new generation of scientists in ESA Member States to undertake cutting-edge research in Earth Observation and Earth System and Climate Science that may maximise the scientific impact of ESA missions and European EO capacity and respond to the main challenges of the new ESA Earth Observation Science Strategy: <a href="https://esamultimedia.esa.int/docs/EarthObservation/ESA_Earth_Observation_Science_Strategy_issued_Sept_2024.pdf">Earth Science in Action for Tomorrow&#8217;s World</a>.</p><p><em>Submission deadline  &#8211; 14th November 2025</em></p><div><hr></div><h2>Level-2 News</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!aqMH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!aqMH!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!aqMH!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!aqMH!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!aqMH!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!aqMH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg" width="1456" height="2184" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:2184,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1880600,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/176435118?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!aqMH!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!aqMH!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!aqMH!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!aqMH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416a6e47-ee97-4a95-8022-9ed212b397fb_3333x5000.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Sentinel-1D encapsulated inside Ariane 6 fairing</strong> [<a href="https://www.esa.int/ESA_Multimedia/Images/2025/10/Sentinel-1D_encapsulated_inside_Ariane_6_fairing">link</a>]<br>"The Copernicus Sentinel-1D satellite has been encapsulated inside the Ariane 6 fairing at Europe&#8217;s Spaceport in French Guiana.</p><p>Encapsulation is when the satellite is placed inside the protective &#8216;nose cone&#8217; of the rocket, known as the fairing. It is the final view of the satellite before launch, which is scheduled for Tuesday, 4 November at 22:03 CET."</p><p><strong>Watch live: Sentinel-1D launch on Ariane 6</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-1/Watch_live_Sentinel-1D_launch_on_Ariane_6">link</a>]<br>"The Copernicus Sentinel-1 mission is about to get its fourth satellite, with Sentinel-1D now ready for liftoff. Launch will take place with an Ariane 6 rocket from Kourou, French Guiana and live coverage will be shown on <em>Tuesday, 4 November, at 22:02 CET</em> (18:02 at Kourou)."</p><div><hr></div><p><strong>N&#176; 64 - 2025: Decisions and announcements following 337th ESA Council</strong> [<a href="https://www.esa.int/Newsroom/Press_Releases/Decisions_and_announcements_following_337th_ESA_Council">link</a>]<br>The 337th ESA Council meeting brought a series of decisions shaping Europe&#8217;s space and Earth observation agenda. Cyprus is set to become an Associate Member of ESA, marking another expansion of the European space ecosystem. ESA also strengthened its global partnerships, while approving the next phase of the Destination Earth (DestinE) digital twin initiative. Significant progress was also made on the Atlantic Constellation, enhancing Europe&#8217;s ability to monitor climate change from space.</p><p><strong>Key Highlights</strong></p><ul><li><p><strong>Cyprus to join ESA as Associate Member</strong>, pending ratification.</p></li><li><p><strong>ESA x WFP MoU (5 years):</strong> Accelerating the use of space data for food security and emergency relief worldwide.</p></li><li><p><strong>DestinE moves to Phase III:</strong> Targeting a high-accuracy digital twin of Earth by 2030; Phase III begins mid-2026.</p></li><li><p><strong>Support to Spain expanded:</strong> ESA to assist with launch and early operations of Spain&#8217;s first Atlantic Constellation satellite (part of a 16-sat EO constellation with Portugal).</p></li><li><p><strong>ESA x NASA cooperation on Vigil:</strong> NASA to contribute the <strong>JEDI instrument</strong> for improved solar activity monitoring from L5.</p></li><li><p><strong>Ministerial Council preparations underway</strong> &#8212; final decisions expected in Bremen on 26&#8211;27 November, with an extraordinary Council on 7 November.</p></li></ul><div><hr></div><p><strong>Airbus, Thales, and Leonardo Agree to Create European Space Behemoth</strong> [<a href="https://europeanspaceflight.com/airbus-thales-and-leonardo-agree-to-create-european-space-behemoth/">link</a>]<br>"European aerospace giants Airbus, Leonardo, and Thales have signed a memorandum of understanding to combine their respective space businesses into a single new company. Ownership will be shared among the three parent firms, with Leonardo and Thales each holding a 32.5% stake, and Airbus holding the majority stake of 35%. The new company, which will employ approximately 25,000 people, will be managed jointly under a &#8220;balanced governance structure.&#8221;"</p><div><hr></div><p><strong>Arianespace Pushes First Ariane 64 Flight Back to 2026</strong> [<a href="https://europeanspaceflight.com/arianespace-pushes-first-ariane-64-flight-back-to-2026/">link</a>]<br>"Arianespace has confirmed that the first flight of the more powerful, four-booster variant of the Ariane 6 rocket will not be launched until 2026."</p><div><hr></div><p><strong>ABB Wins Canadian Space Agency Environmental Monitoring Contract</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/10/24/abb-wins-canadian-space-agency-environmental-monitoring-contract/">link</a>]<br>"ABB, a Swedish tech company, has won a contract from the Canadian Space Agency to carry out the conceptual development (Phase A) of the Thin Ice Clouds and Far InfraRed Emissions (TICFIRE) instrument. It will be a component of the High-altitude Aerosols, Water Vapor and Clouds (HAWC) satellite mission &#8211; a Canadian-led initiative focused on advancing climate science and environmental monitoring. ABB announced the contract win, Oct. 23."</p><div><hr></div><p><strong>Iceye Strengthens Position in Central Europe with New Slovakian Partner</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/10/24/iceye-strengthens-position-in-central-europe-with-new-slovakian-partner/">link</a>]<br>"Iceye is strengthening its position in central and Eastern Europe. It is forming a strategic partnership with EMIS, a provider of geospatial information systems in Slovakia, to expand access to critical, near real-time hazard information for Slovak authorities. The two companies announced the partnership, Oct. 23."</p><div><hr></div><h2>Developer's Orbit</h2><div id="youtube2-kpeI9dbkWho" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;kpeI9dbkWho&quot;,&quot;startTime&quot;:&quot;4s&quot;,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/kpeI9dbkWho?start=4s&amp;rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p><strong>Google Earth AI - Geospatial Reasoning: New updates and more access to Google Earth AI</strong> [<a href="https://blog.google/technology/research/new-updates-and-more-access-to-google-earth-ai/">link</a>]<br>"With Geospatial Reasoning you can use Gemini-powered agents to access these models for rapid analysis and insight, helping your organization make decisions at AI speed and scale. In this video, we ask the agent to predict when Hurricane Helena will make landfall, using Google&#8217;s Cyclone prediction model. This video is of a demonstration application built with the Geospatial Reasoning framework and has been edited for brevity. </p><p>To learn more, visit ai.google/earth-ai."</p><p><strong>Related:</strong><br><strong>Technical Blog:</strong> Google Earth AI: Unlocking geospatial insights with foundation models and cross-modal reasoning [<a href="https://research.google/blog/google-earth-ai-unlocking-geospatial-insights-with-foundation-models-and-cross-modal-reasoning/">link</a>]<br><strong>Technical Paper:</strong> Earth AI: Unlocking Geospatial Insights with Foundation Models and Cross-Modal Reasoning [<a href="https://arxiv.org/abs/2510.18318">link</a>]</p><div><hr></div><p><strong>Detecting War Crimes from Space - Building an Open-Source Pipeline with SQLMesh and DuckDB</strong> [<a href="https://bigdatarepublic.nl/articles/detecting-war-crimes-from-space/">link</a>]<br>"If you&#8217;re getting the feeling recently that there&#8217;s more war in the world, you&#8217;re right. Compared to 2010 the number of armed conflicts have more than doubled. Centre for Information Resilience (CIR) aims to provide digital witness accounts using open source data and tools. <br>This blogpost by <a href="https://www.linkedin.com/in/tom-uijtdehaag/">Tom Uijtdehaag</a> is a technical deep dive into how they built an open-source pipeline to detect burn events in a collaborative effort between CIR and BigData Republic (BDR)."</p><p><strong>GitHub Repository</strong> [<a href="https://github.com/Centre-for-Information-Resilience/Burnscar">link</a>]</p><div><hr></div><p><strong>STAC is an official OGC community standard!</strong> <br>The Open Geospatial Consortium (OGC) announced the publication of the SpatioTemporal Asset Catalog (STAC) Community Standards. </p><p><em>Read the full announcement</em> [<a href="https://www.ogc.org/announcement/ogc-announces-publication-of-the-spatiotemporal-asset-catalog-community-standards/">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Data</h2><p><strong>NASA&#8217;s Harmonized Landsat and Sentinel-2 (HLS) Data Now Available on Microsoft&#8217;s Planetary Computer</strong> [<a href="https://devblogs.microsoft.com/azuregov/nasa-hls-on-mpc/">link</a>]<br>"NASA&#8217;s vast archive of Earth observation data has long been a cornerstone for scientific discovery, environmental monitoring, and global sustainability efforts. Now, Microsoft has made it even easier for researchers, developers, and decision-makers to access and utilize this critical resource. Through a collaboration with NASA, the Harmonized Landsat and Sentinel-2 (HLS) dataset is now available on Microsoft Azure by using Microsoft&#8217;s Planetary Computer platform."</p><div><hr></div><p><strong>VIIRS Global Burned Area Product Added to FIRMS</strong> [<a href="https://www.earthdata.nasa.gov/news/blog/viirs-global-burned-area-product-added-firms">link</a>]<br>"The global burned area product from Visible Infrared Imaging Radiometer Suite (VIIRS) aboard the Suomi National Polar-orbiting Partnership (Suomi NPP) satellite has been added to the Fire Information for Resource Management System (FIRMS). This NASA standard science product (VNP64A1) provides continuity to the Moderate Resolution Imaging Spectroradiometer (MODIS)-generated NASA standard science burned area product (MCD64A1) and uses an adaptation of the same algorithm used to generate MCD64A1 Collection 6.1."</p><div><hr></div><p><strong>World Bank Global Administrative Divisions</strong> [<a href="https://datacatalog.worldbank.org/search/dataset/0038272/World-Bank-Official-Administrative-Boundaries">link</a>]<br>"A new, high-resolution global dataset of administrative boundaries&#8212;covering countries (ADM0), states or provinces (ADM1), and districts (ADM2)"</p><p><strong>Related:<br>Mapping progress: How the World Bank is improving access to global administrative boundaries</strong> [<a href="https://blogs.worldbank.org/en/opendata/mapping-progress--how-the-world-bank-is-improving-access-to-glob">link</a>]</p><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UvYD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UvYD!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UvYD!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UvYD!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UvYD!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UvYD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg" width="1456" height="1941" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1941,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:6957520,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/176435118?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UvYD!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UvYD!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UvYD!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UvYD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56b0a4aa-ca6a-482c-bb2f-b57d6f89ca7b_2880x3840.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"This image captured by the Copernicus Sentinel-3 mission on 26 October 2025 shows the &#8216;brightness temperature&#8217; at the top of Hurricane Melissa as it barrelled through the Caribbean Sea towards Jamaica, where it is expected  to make landfall."</figcaption></figure></div><p><strong>Hurricane Melissa barrels through the Caribbean</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth">link</a>]<br>"Classified as a Category 5 storm by the US-based National Hurricane Center, Hurricane Melissa is the world&#8217;s strongest storm so far this year.</p><p>The brightness temperature of the clouds at the top of the storm, high above the ocean, range from about &#8211;75&#176;C near the eye of the storm to about &#8211;25&#176;C at the edges. The temperature of the surrounding ocean is much warmer, reaching as high as 25&#176;C. This image has been overlaid with the landmasses below."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!zXOI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!zXOI!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp 424w, https://substackcdn.com/image/fetch/$s_!zXOI!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp 848w, https://substackcdn.com/image/fetch/$s_!zXOI!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp 1272w, https://substackcdn.com/image/fetch/$s_!zXOI!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!zXOI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp" width="1456" height="1030" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1030,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!zXOI!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp 424w, https://substackcdn.com/image/fetch/$s_!zXOI!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp 848w, https://substackcdn.com/image/fetch/$s_!zXOI!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp 1272w, https://substackcdn.com/image/fetch/$s_!zXOI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa78db96b-b46e-4f13-8fc3-595763c9e7d5_1920x1358.webp 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"The eye of Hurricane Melissa as seen from space."</figcaption></figure></div><p><strong>Peering into the eye of Hurricane Melissa</strong> [<a href="https://www.space.com/astronomy/earth/peering-into-the-eye-of-hurricane-melissa-space-photo-of-the-day-for-oct-30-2025">link</a>]<br>Sentinel-2C satellite captured Hurricane Melissa just as the hurricane was making landfall.</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Xkge!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Xkge!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Xkge!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Xkge!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Xkge!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Xkge!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg" width="1456" height="1456" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2913062,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/176435118?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Xkge!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Xkge!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Xkge!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Xkge!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc76e62a-d3ec-4c79-9cd1-c37284e751d1_2500x2500.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"First image of ozone from Sentinel-4." Credit: ESA</figcaption></figure></div><p><strong>Sentinel-4 offers first glimpses of air pollutants</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-4/Sentinel-4_offers_first_glimpses_of_air_pollutants">link</a>]<br>"The new Copernicus Sentinel-4 mission has delivered its first images, highlighting concentrations of atmospheric nitrogen dioxide, sulphur dioxide and ozone. Despite being preliminary, these images mark a major milestone in Europe&#8217;s ability to monitor air quality all the way from geostationary orbit, 36 000 kilometres above Earth."</p><div><hr></div><p><strong>With the launch of Sentinel-6B, Europe builds on its ocean monitoring legacy</strong> [<a href="https://www.copernicus.eu/en/news/news/observer-launch-sentinel-6b-europe-builds-its-ocean-monitoring-legacy">link</a>]<br>"As November approaches, the EU Space Programme is preparing for its next milestone in Earth Observation (EO): the launch of Copernicus Sentinel-6B, the second of two identical satellites in Europe&#8217;s sea-level monitoring mission. Set to launch from Vandenberg Space Force Base in California, the satellite carries a sophisticated radar altimetry instrument capable of measuring sea-surface height with centimetre precision, providing essential data for understanding climate change and protecting coastal communities worldwide. This Observer post looks at how the Copernicus Sentinel-6 satellite mission continues a thirty-year record of ocean altimetry with the launch of Sentinel-6B, ensuring continuity and precision in what has been an active year of satellite deployments for the EU Space Programme."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!FJpg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!FJpg!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif 424w, https://substackcdn.com/image/fetch/$s_!FJpg!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif 848w, https://substackcdn.com/image/fetch/$s_!FJpg!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif 1272w, https://substackcdn.com/image/fetch/$s_!FJpg!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!FJpg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif" width="800" height="767" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1425354b-368d-4f15-9700-7617770921a1_800x767.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:767,&quot;width&quot;:800,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:3641415,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/gif&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/176435118?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!FJpg!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif 424w, https://substackcdn.com/image/fetch/$s_!FJpg!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif 848w, https://substackcdn.com/image/fetch/$s_!FJpg!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif 1272w, https://substackcdn.com/image/fetch/$s_!FJpg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1425354b-368d-4f15-9700-7617770921a1_800x767.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Air Quality Challenges in 2025: Europe&#8217;s Summer of Smoke, Dust and Ozone</strong> [<a href="https://www.copernicus.eu/en/news/news/observer-air-quality-challenges-2025-europes-summer-smoke-dust-and-ozone">link</a>]<br>"The summer of 2025 significantly affected Europe&#8217;s atmosphere. From record-breaking wildfires in southern and western Europe, to intense Saharan dust intrusions and repeated peaks in surface ozone during prolonged heatwaves, air quality was negatively impacted by multiple events. Data from the Copernicus Atmosphere Monitoring Service (CAMS) show how these overlapping events combined to create serious risks for human health and the environment across the continent."</p><div><hr></div><p><strong>Common Practices for Quantifying Methane Emissions from Plumes Detected by Remote Sensing</strong> [<a href="https://zenodo.org/records/17047789">link</a>]<br>"CEOS &amp; CGMS are shared the publication of the &#8220;Common Practices for Quantifying Methane Emissions from Plumes Detected by Remote Sensing&#8221;</p><p>Developed through collaboration across the international community, this document outlines recommended practices for generating, validating, and reporting methane emission estimates from detected plumes. It aims to improve transparency, consistency, and interoperability across datasets and missions."</p><div><hr></div><p><strong>Warmer oceans mean fewer reflective clouds</strong> [<a href="https://www.eumetsat.int/features/warmer-oceans-mean-fewer-reflective-clouds">link</a>]<br>"A case study by EUMETSAT&#8217;s Dr Rob Roebeling and his team demonstrate how satellite data can be used confirm the effects of warmer oceans on marine stratocumulus clouds and explore what this means for our future climate."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Q4if!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Q4if!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp 424w, https://substackcdn.com/image/fetch/$s_!Q4if!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp 848w, https://substackcdn.com/image/fetch/$s_!Q4if!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp 1272w, https://substackcdn.com/image/fetch/$s_!Q4if!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Q4if!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:null,&quot;width&quot;:null,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Q4if!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp 424w, https://substackcdn.com/image/fetch/$s_!Q4if!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp 848w, https://substackcdn.com/image/fetch/$s_!Q4if!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp 1272w, https://substackcdn.com/image/fetch/$s_!Q4if!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90509a52-f08d-4205-ab81-41909bb06c05_1200x1200.webp 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">"A model showing the wave height for the recent Storm Hercules." Credit: ESA</figcaption></figure></div><p><strong>Satellites watch as record-breaking ocean waves carry a storm&#8217;s power across the sea</strong> [<a href="https://www.space.com/space-exploration/satellites-record-largest-ocean-swells-ever-seen-from-space">link</a>]<br>"Satellite data from the SWOT mission reveals how massive waves act as storm &#8220;messengers,&#8221; carrying a storm&#8217;s power across entire oceans."</p><div><hr></div><h2>Upcoming Events</h2><p><strong>AI Meets EO Education: Smarter Content for Smarter Learning</strong> [<a href="https://eotecdev.net/%f0%9f%a7%a0-ai-meets-eo-education-smarter-content-for-smarter-learning/">link</a>]<br>"Artificial intelligence is reshaping the way we design and deliver training. Across the Earth observation (EO) and geospatial community, educators are beginning to use AI tools to generate learning materials, create localized examples, and produce interactive content that connects more effectively with learners around the world.</p><p>This interactive webinar will explore how AI can empower EO trainers by making their daily work easier, faster, and more effective. Participants will see real-world demonstrations of AI-assisted tools, including ESA&#8217;s EVE, and learn how emerging virtual assistants are being developed to make complex data more accessible to learners everywhere."</p><p><em>12 November 2025 | 13:00&#8211;14:30 UTC | Online</em></p><div><hr></div><h2>Opportunities</h2><ul><li><p><strong>Visiting Researchers in onboard AI for &#934;-sat-2 mission</strong> [<a href="https://cin.philab.esa.int/schemes/visiting-researchers-in-onboard-ai-for-sat-2-mission">link</a>]</p></li></ul><div><hr></div><h2>Learning</h2><p><strong>Why a SAR image is not your usual optical one</strong> [<a href="https://elisecolin.medium.com/why-a-sar-image-is-not-your-usual-optical-one-2ee3f199c5ef">link</a>]<br>Follow this post by <a href="https://elisecolin.medium.com/">Elise Colin</a> to explore the key differences between Synthetic Aperture Radar (SAR) and optical imagery.</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-123?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-123?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-123?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #122]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-122</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-122</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Fri, 17 Oct 2025 15:25:32 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!auQB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h4><strong>A satellite for the people</strong></h4><p>Common Space is working toward a new kind of satellite mission - one driven by impact, not profit. Their goal is to deliver open, high-resolution imagery where it&#8217;s needed most: to support communities, journalists, educators, and human rights advocates tackling crises on the ground.</p><p>They're designing this mission around societal impact, and they want your input on what that should look like. <br>Share your thoughts here: <a href="https://docs.google.com/forms/d/e/1FAIpQLSf9SkBaMxKRpO-mV4te81hTLed_tfMieIRAxEw2t88G96n-Sg/viewform">Fill out the survey</a></p><p><strong>Read more about the initiative here:</strong> <a href="https://www.commonspace.world/">https://www.commonspace.world/</a></p><div><hr></div><h2>Level-2 News</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8N7u!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8N7u!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png 424w, https://substackcdn.com/image/fetch/$s_!8N7u!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png 848w, https://substackcdn.com/image/fetch/$s_!8N7u!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png 1272w, https://substackcdn.com/image/fetch/$s_!8N7u!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8N7u!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png" width="1192" height="909" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:909,&quot;width&quot;:1192,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1976651,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/175592697?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!8N7u!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png 424w, https://substackcdn.com/image/fetch/$s_!8N7u!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png 848w, https://substackcdn.com/image/fetch/$s_!8N7u!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png 1272w, https://substackcdn.com/image/fetch/$s_!8N7u!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1e2edbea-9696-439c-ae8a-4df6277f4aff_1192x909.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>METimage delivers spectacular first images</strong> [<a href="https://www.eumetsat.int/metimage-delivers-spectacular-first-images">link</a>]<br>"EUMETSAT has released the first Earth images from its METimage instrument on board the recently launched Metop Second Generation A1 (Metop-SGA1) satellite, with these early teasers showcasing the exquisite detail, true-to-life colour, and data products that will ultimately support national weather services in improving forecasts that save lives, protect communities and benefit economies."</p><div><hr></div><p><strong>Planet Awarded Luno B Contract by National Geospatial-Intelligence Agency (NGA) for AI-Enabled Solutions</strong> [<a href="https://www.businesswire.com/news/home/20251016173405/en/Planet-Awarded-Luno-B-Contract-by-National-Geospatial-Intelligence-Agency-NGA-for-AI-Enabled-Solutions">link</a>]<br>"Planet announced its subsidiary Planet Labs Federal has been awarded a contract by the National Geospatial-Intelligence Agency (NGA) under the Luno B indefinite delivery, indefinite quantity (IDIQ) contract.</p><p>Planet Labs Federal today announced it has been awarded a $12.8M contract by the National Geospatial-Intelligence Agency (NGA) under the Luno B indefinite delivery, indefinite quantity (IDIQ) contract.</p><p>The $12.8 million initial award is for Advanced Analytics for Maritime Operations and Reconnaissance (AAMOR). Under this award, Planet will provide the NGA with AI-enabled Maritime Domain Awareness solutions, which include vessel detections and monitoring over key areas of interest in Asia-Pacific. The contract, which was won with Planet partner SynMax, integrates Planet&#8217;s daily, global PlanetScope data and SynMax&#8217;s Theia product analytics &#8211; providing AI-enabled detections of maritime events at strategic and tactical levels."</p><div><hr></div><p><strong>The Netherlands Commits to &#8220;Maintain&#8221; ESA Contribution Levels Through 2028</strong> [<a href="https://europeanspaceflight.com/the-netherlands-commits-to-maintain-esa-contribution-levels-through-2028/">link</a>]<br>"The Dutch government has decided to contribute &#8364;344.3 million to the European Space Agency (ESA) over the next three years. The government also announced that, with the addition of its national space programmes, the country would spend a total of &#8364;550 million from 2026 to 2028.</p><p>The most significant contributions to ESA programmes, apart from its mandatory Science Programme contribution, will be &#8364;40 to 50 million for ESA Earth Observation programmes, &#8364;40 to 45 million for ESA&#8217;s launcher programmes, and &#8364;25 to 30 million for ESA Technology programmes."</p><div><hr></div><p><strong>Rocket Lab launches Synspective&#8217;s &#8220;Owl New World&#8221; mission with improved SAR capabilities</strong> [<a href="https://news.satnews.com/2025/10/14/rocket-lab-launches-synspectives-owl-new-world-mission-with-improved-sar-capabilities/">link</a>]<br>"The &#8220;Owl New World&#8221; mission launched on Electron from Rocket Lab Launch Complex 1 in New Zealand at 16:33 UTC on October 14 to deploy the seventh StriX satellite to a 583km low Earth orbit. <br>The mission was the first of a series of 21 dedicated Electron launches to take place between now and the end of the decade for Synspective, a Synthetic Aperture Radar (SAR) satellite data and analytics company from Japan."</p><div><hr></div><p><strong>Planet Unveils Next-Gen Owl Satellites With 1 Meter Resolution, Nvidia GPUs</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/10/08/planet-unveils-next-gen-owl-satellites-with-1-meter-resolution-nvidia-gpus/">link</a>]<br>"Planet unveiled its next-generation &#8220;Owl&#8221; satellites, which are designed to provide near-daily monitoring in 1-meter resolution, with more advanced onboard processing capabilities. The Owl fleet will provide continuity with the existing SuperDove fleet that underpins the company&#8217;s core, PlanetScope Monitoring product."</p><p><strong>Related:<br>Introducing Owl: Planet&#8217;s Most Advanced Satellite Mission Yet</strong> [<a href="https://www.planet.com/pulse/introducing-owl-planet-s-most-advanced-satellite-mission-yet/">link</a>]</p><div><hr></div><p><strong>IHI Orders Satellites from Iceye in Deal to Assemble Satellites in Japan</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/10/16/ihi-orders-satellites-from-iceye-in-deal-to-assemble-satellites-in-japan/">link</a>]<br>"Japanese aerospace and defense company IHI Corporation has signed a procurement contract with Iceye to build four satellites and up to 20 additional satellites in a synthetic aperture radar (SAR) constellation."</p><div><hr></div><p><strong>Space42 Completes First UAE-Integrated SAR Satellites in Iceye Partnership</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/10/09/space42-completes-first-uae-integrated-sar-satellites-in-iceye-partnership/">link</a>]<br>"Space42 has shipped three synthetic aperture radar (SAR) satellites &#8212; its first satellites to go through assembly, integration, and testing (AIT) within the United Arab Emirates under a partnership with Iceye."</p><div><hr></div><p><strong>Defense Continues to Propel Earth Observation Market, With Opportunties in AI and Golden Dome</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/10/09/defense-continues-to-propel-earth-observation-market-with-opportunties-in-ai-and-golden-dome/">link</a>]<br>Defense continues to propel the Earth Observation market, representing nearly 50% of overall EO activity and driving a 42% growth in the defense data and value-added services sector, now worth $2.5 billion. <br>Industry leaders at World Space Business Week highlighted a growing demand for sovereign geospatial autonomy as nations seek independent capabilities for security and intelligence. <br>At the same time, opportunities are emerging in the U.S. Golden Dome project and through the convergence of AI and EO, enabling faster, more automated insights from space.</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>Zarr Everywhere</strong> [<a href="https://developmentseed.org/blog/2025-10-13-zarr/">link</a>]<br>Zarr is a cloud-native open standard for chunked array data, widely used in Earth science and beyond to make massive datasets easier to store, share, and analyze in distributed environments. <br>Development Seed continues to push the boundaries of cloud-native geospatial data with the Zarr community. Read about their latest work on Virtual Zarr and Zarr v3 adoption.</p><div><hr></div><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;9a454b79-6ddd-412f-96fa-fd3f1de79647&quot;,&quot;duration&quot;:null}"></div><p><strong>tifviewer - A simple GeoTIFF viewer for the command line</strong> [<a href="https://www.linkedin.com/posts/keiko-nomura-0231891_dont-you-sometimes-just-want-to-see-a-ugcPost-7383409093044211712-DJ9L/">link</a>]<br><a href="https://www.linkedin.com/in/keiko-nomura-0231891/">Keiko Nomura</a> developed this lightweight GeoTIFF viewer that runs directly from the command line, called viewtif. <br>Users can visualise single-band GeoTIFFs, RGB composites, and shapefile overlays in a simple Qt-based window.</p><p><strong>GitHub:</strong> <a href="https://github.com/nkeikon/tifviewer">https://github.com/nkeikon/tifviewer</a></p><p><strong>Related:<br>Interactively explore raster and vector datasets using CLI tools powered by Leafmap, MapLibre, and LocalTileserver</strong> [<a href="https://www.linkedin.com/feed/update/urn:li:activity:7383570583478804481/">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UVGA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UVGA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UVGA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UVGA!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UVGA!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UVGA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!UVGA!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UVGA!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UVGA!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UVGA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F863ad867-606e-4ae7-a8a7-81c10815b9d1_2048x495.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><strong>TerraTorch v1.1 is released</strong> [<a href="https://www.linkedin.com/posts/blumenstiel_terratorch-v11-is-released-terratorch-activity-7383547802301390848-ABBb/">link</a>]<br>"TerraTorch is a toolkit for Geospatial Foundation Models (GFMs) &#8212; built for fine-tuning and inference at scale. The new release brings improvements in usability, new models support, and better inference options."</p><div><hr></div><p><strong>Work in progress: ECMWF data stores turn ARCO</strong> [<a href="https://climate.copernicus.eu/work-progress-our-data-stores-turn-arco">link</a>]<br>ECMWF has introduced a new Analysis-Ready Cloud-Optimised (ARCO) Data Lake, extending its Data Store services for CAMS and C3S. Built on Zarr and the ECMWF Common Cloud Infrastructure, ARCO enables faster, more efficient access to multi-dimensional datasets like ERA5 and ERA5-Land.</p><p><strong>Related:<br>ARCO Data Lake coming soon for the Data Stores Services</strong> [<a href="https://forum.ecmwf.int/t/arco-data-lake-coming-soon-for-the-data-stores-services/14174/1">link</a>]</p><div><hr></div><p><strong>S2-RUT-L1C - Stand alone tool computing Sentinel2-MSI L1C uncertainties</strong> [<a href="https://www.linkedin.com/posts/sentinelonline_opt-mpc-s2tools-s2rut-activity-7381275957128478720-ernx/">link</a>]<br>"ESA announced the public release of an upgraded version of the Sentinel-2 L1C Radiometric Uncertainty Tool (S2-L1C-RUT).</p><p>This tool enables users to generate pixel-level maps of expected radiometric uncertainty for any Sentinel-2 spectral band.<br>The uncertainty estimates are built on established metrology standards and have been validated using flight data from the 2024 Sentinel-2A / Sentinel-2C tandem acquisitions campaign.</p><p>The tool is open source, Python-based, and freely available for download, together with full documentation, at: <a href="https://gitlab.acri-cwa.fr/opt-mpc/s2_tools/s2rut">https://gitlab.acri-cwa.fr/opt-mpc/s2_tools/s2rut</a>"</p><div><hr></div><p><strong>phidown [v0.1.20] Sentinel-1 Burst Search</strong> [<a href="https://www.linkedin.com/posts/roberto-del-prete-8175a7147_sentinel1-sar-insar-activity-7381318270374625280-BisC">link</a>]<br>"You can now search and retrieve individual Sentinel-1 SLC bursts directly. Perfect for InSAR time series, burst-level analysis, or regional monitoring."</p><p>Check out the new <a href="https://github.com/ESA-PhiLab/phidown/blob/main/notebooks/6_burst_search_examples.ipynb">notebook example</a>.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Data</h2><p><strong>Digital Earth Australia (DEA) Tidal Composites</strong> [<a href="https://knowledge.dea.ga.gov.au/data/product/dea-tidal-composites/">link</a>]<br>"Digital Earth Australia (DEA) Tidal Composites are cloud-free imagery mosaics of Australia&#8217;s coasts, estuaries and reefs at low and high tide. Calculated using a geometric median of Sentinel-2 imagery from the highest and lowest 15% of observed tides, DEA Tidal Composites deliver an annually updated snapshot of high and low tide Australian coastal environments."</p><div><hr></div><p><strong>Release of Version 2.0.0 of the Global land surface meteorological observations dataset (1755&#8211;present) from comprehensive in situ observations</strong> [<a href="https://www.linkedin.com/posts/copernicus-ecmwf_c3s-copernicusclimate-climatedata-activity-7381620469524819968-aWZn/">link</a>]<br>"ECMWF announced the release of Version 2.0.0 of the Global land surface meteorological observations dataset (1755&#8211;present) from comprehensive in situ observations, now available in the C3S Climate Data Store (CDS).</p><p>What&#8217;s new in this version? </p><ul><li><p>Up-to-date coverage: Now includes data through 2024</p></li><li><p>Sub-daily data: +50% more stations (now serving over 29,000 stations)</p></li><li><p>Daily data: +15% more stations (now serving over 86,000 stations)</p></li><li><p>Monthly data: +14% more stations (now serving over 83,000 stations)</p></li></ul><p>The consolidated dataset brings together land surface meteorological observations from hundreds of sources worldwide &#8211; including National Meteorological Services and others &#8211; in collaboration with international partners."</p><p>More information available <a href="https://cds.climate.copernicus.eu/datasets/insitu-observations-surface-land?tab=overview">here</a>.</p><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!auQB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!auQB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg 424w, https://substackcdn.com/image/fetch/$s_!auQB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg 848w, https://substackcdn.com/image/fetch/$s_!auQB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!auQB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!auQB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg" width="1456" height="1671" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1671,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:6231011,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/175592697?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!auQB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg 424w, https://substackcdn.com/image/fetch/$s_!auQB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg 848w, https://substackcdn.com/image/fetch/$s_!auQB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!auQB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa35c3742-dac4-48a2-a295-c055882c06c0_4403x5053.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">On 16 April, the Ocean and Land Colour Instrument (OLCI) onboard the Sentinel-3 satellite acquired this image of Cyclone Errol. Credit: ESA</figcaption></figure></div><p><strong>Earth from Space: Cyclone Errol</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth">link</a>]<br>"Errol was a powerful tropical cyclone, which formed as a tropical storm at the beginning of April 2025 and rapidly intensified while moving towards northern Australia, passing from category 1 to 5 in 30 hours."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><p><strong>Air Quality Challenges in 2025: Europe&#8217;s Summer of Smoke, Dust and Ozone</strong> [<a href="https://www.copernicus.eu/en/news/news/observer-air-quality-challenges-2025-europes-summer-smoke-dust-and-ozone">link</a>]<br>"The summer of 2025 significantly affected Europe&#8217;s atmosphere. From record-breaking wildfires in southern and western Europe, to intense Saharan dust intrusions and repeated peaks in surface ozone during prolonged heatwaves, air quality was negatively impacted by multiple events. Data from the Copernicus Atmosphere Monitoring Service (CAMS) show how these overlapping events combined to create serious risks for human health and the environment across the continent. This Observer takes a closer look at what the data show. "</p><div><hr></div><h2>LinkedIn Highlights</h2><p><strong>"Uncalibrated imagery is nearly worthless"</strong> [<a href="https://www.linkedin.com/posts/christopherrjrobson_hyperspectral-remotesensing-activity-7383833975204667392-ChUI/">link</a>]<br>This quote from <a href="https://www.linkedin.com/in/christopherrjrobson/">Christopher Robson</a> captures a truth that often gets overlooked in the hype around satellite launches and new missions. Building an Earth Observation company isn&#8217;t just about getting to orbit - it&#8217;s about delivering <em>usable, well-calibrated data products</em>. Otherwise, it&#8217;s just another shoebox-sized satellite thrown into space.</p><div><hr></div><h2>Call for Papers</h2><p><strong>REO: Advances in Representation Learning for Earth Observation</strong> [<a href="https://sites.google.com/view/reoeurips">link</a>]<br>"The Representation Learning for Earth Observation (REO) workshop brings together researchers and practitioners from machine learning, computer vision, and Earth sciences to advance the development of robust, interpretable, and scalable models for monitoring our planet. With the growing availability of large-scale, multimodal Earth observation (EO) data and the rise of general-purpose foundation models, new opportunities and challenges emerge for integrating data-driven approaches across sensing modalities and application domains. REO will provide a forum for presenting novel technical methods, scientific applications, and system-level innovations, fostering cross-disciplinary exchange and collaborations between academia, industry, and policy stakeholders."</p><p><strong>Submission deadline is extended to October 20</strong></p><p><strong>Related:<br>Advancing AI for Earth observation at the REO workshop</strong> [<a href="https://philab.esa.int/advancing-ai-for-earth-observation-at-the-reo-workshop/">link</a>]</p><div><hr></div><h2>Competitions</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!eMFf!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!eMFf!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!eMFf!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!eMFf!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!eMFf!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!eMFf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg" width="1080" height="1080" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1080,&quot;width&quot;:1080,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;map&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="map" title="map" srcset="https://substackcdn.com/image/fetch/$s_!eMFf!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!eMFf!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!eMFf!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!eMFf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3161cd80-4c4e-4d38-8253-5eba7bdcbffc_1080x1080.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Contest &#8216;Seize the beauty of our Planet&#8217; for the best satellite image of Earth</strong> [<a href="https://cloudferro.com/contest2025/">link</a>]<br>"The annual international contest &#8216;Seize the beauty of our Planet&#8217; recognizes the most beautiful satellite images of the Earth. This year&#8217;s theme is Cities and nature.</p><p>It is the 6th time that CloudFerro, a Copernicus Ambassador, is inviting Earth observation specialists, climate researchers and enthusiasts to join the contest and turn satellite data into powerful messages.</p><p>This year we are looking for best images on the theme of &#8216;Cities and nature&#8217; as captured by Earth observation satellites.</p><p>Compelling images capture public and policy attention. We invite you to seize your best satellite-derived view of cities in balance with nature, and to help tell a story that matters for the planet. The imagery you enter can galvanize communities and policymakers to plan cities that thrive with nature and serve the people who live in them."</p><p>Deadline to submit and image: <strong>26 October</strong></p><div><hr></div><h2>Learning</h2><p><strong>PACE Data Hackweek 2025 Resources Now Available</strong> [<a href="https://www.linkedin.com/posts/annawindle_pace-hosts-second-hackweek-at-umbc-activity-7379144672222326784-Vbqc/">link</a>]<br>Recordings of the lectures, coding tutorials, and demo sessions from the 2025 PACE Data Hackweek are now live on the Hackweek website: <a href="https://pacehackweek.github.io/pace-2025/presentations/notebooks.html">https://pacehackweek.github.io/pace-2025/presentations/notebooks.html</a></p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-122?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-122?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-122?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #121]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-121</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-121</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Tue, 07 Oct 2025 08:22:51 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!M7M9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!w0eu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!w0eu!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!w0eu!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!w0eu!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!w0eu!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!w0eu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg" width="1456" height="768" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:768,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!w0eu!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!w0eu!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!w0eu!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!w0eu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ab5e531-3aef-471c-8b81-68c98bad3793_2048x1080.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Captured on Aug. 21, this image from NISAR&#8217;s L-band radar shows Maine&#8217;s Mount Desert Island. Green indicates forest; magenta represents hard or regular surfaces, like bare ground and buildings. The magenta area on the island&#8217;s northeast end is the town of Bar Harbor." Credit: NASA/JPL-Caltech</figcaption></figure></div><p><strong>NASA-ISRO Satellite Sends First Radar Images of Earth&#8217;s Surface</strong> [<a href="https://www.jpl.nasa.gov/news/nasa-isro-satellite-sends-first-radar-images-of-earths-surface/">link</a>]<br>"The NISAR (NASA-ISRO Synthetic Aperture Radar) Earth-observing radar satellite&#8217;s first images of our planet&#8217;s surface are in, and they offer a glimpse of things to come as the joint mission between NASA and ISRO (Indian Space Research Organisation) approaches full science operations later this year."</p><div><hr></div><h2>Level-2 News</h2><p><strong>Planet Releases First Light Image From Pelican-3; Multiple Pelican Launches Slated for the Next Year</strong> [<a href="https://www.businesswire.com/news/home/20250911689334/en/Planet-Releases-First-Light-Image-From-Pelican-3-Multiple-Pelican-Launches-Slated-for-the-Next-Year">link</a>]<br>"Planet released first light images from its Pelican-3 satellite of Turin, Italy. It was taken on September 5, 2025, from an altitude of 458 km. Image quality is expected to improve as the spacecraft complete the instrument calibration process and reach their final operational orbits. "</p><div><hr></div><p><strong>Planet Ships 2 More Pelicans and 36 SuperDoves to Launch Site</strong> [<a href="https://investors.planet.com/news/news-details/2025/Planet-Ships-2-More-Pelicans-and-36-SuperDoves-to-Launch-Site/default.aspx">link</a>]<br>"Planet announced its Pelican-5 and Pelican-6 satellites and 36 SuperDoves of Flock 4H have arrived at Vandenberg Space Force Base in California ahead of their launch aboard the upcoming Transporter-15 Rideshare mission with SpaceX."</p><div><hr></div><p><strong>Planet and VITO Extend Long-Term Partnership to Accelerate Earth Observation Solutions for Agriculture and Environment</strong> [<a href="https://investors.planet.com/news/news-details/2025/Planet-and-VITO-Extend-Long-Term-Partnership-to-Accelerate-Earth-Observation-Solutions-for-Agriculture-and-Environment/default.aspx">link</a>]<br>"Planet and VITO announced an extension to their long-term partnership to accelerate the use of Earth observation for global impact. By bringing together Planet&#8217;s daily, global satellite imagery and VITO&#8217;s analytics and service platforms, the partners will deliver faster, more actionable insights for agriculture, global monitoring and environmental resilience."</p><div><hr></div><p><strong>Milestone for MicroCarb: First Earth Observations</strong> [<a href="https://space.blog.gov.uk/2025/09/26/milestone-for-microcarb-first-earth-observations/">link</a>]<br>"On 28 August, the MicroCarb satellite captured its first view of Earth, marking a major milestone following its 25 July launch. The first images and measurements come from the Amazon Basin &#8212; a region that plays a crucial role in the global carbon cycle but where very few ground-based CO&#8322; observations exist."</p><p>"Carbon Dioxide Monitoring Mission (MicroCarb) is a microsatellite mission by the French Space Agency, CNES, with support from the UK Space Agency (UKSA), launched in July 2025. Considered a successor to other carbon dioxide missions such as Greenhouse gas Observing Satellite (GOSAT) and Orbiting Carbon Observatory-2 (OCO-2), the objective of MicroCarb is to monitor the fluxes of carbon dioxide between the atmosphere, oceans and vegetation." [<a href="https://www.eoportal.org/satellite-missions/microcarb">link</a>]</p><div><hr></div><p><strong>HydroGNSS mission lands in California</strong> [<a href="https://space.blog.gov.uk/2025/09/30/hydrognss-mission-lands-in-california/">link</a>]<br>"The UK-built HydroGNSS mission, which will investigate the Earth&#8217;s water cycle, has landed in California and is ready to start preparations for launch.  Built by Surrey Satellite Technology Ltd (SSTL), in Guildford, HydroGNSS-1 and HydroGNSS-2 are part of the European Space Agency&#8217;s Scout programme &#8211; delivering rapid, low-cost Earth observation missions.  </p><p>Once in orbit, the pair will track climate variables like soil moisture and flooding, using signals from existing GNSS satellites in innovative new ways. "</p><div><hr></div><p><strong>Maxar retires its name, rebrands as Vantor and Lanteris</strong> [<a href="https://spacenews.com/maxar-retires-its-name-rebrands-as-vantor-and-lanteris/">link</a>]<br>"The Maxar name is disappearing from the space industry as two successor companies emerge with distinct identities: Maxar Intelligence will now operate as Vantor, and Maxar Space Systems will go by Lanteris."</p><div><hr></div><p><strong>Albedo Drops its Commercial Imagery Business</strong> [<a href="https://payloadspace.com/exclusive-albedo-drops-its-commercial-imagery-business/">link</a>]<br>"Albedo Space, the Colorado startup operating the Clarity-1 imaging satellite in VLEO, is getting out of the commercial imagery game.</p><p>Albedo CEO Topher Haddad told Payload the company will abandon its imaging business to focus entirely on building VLEO satellite buses for other payload operators&#8212;a decision which includes laying off an undisclosed number of employees.</p><p>The shift comes in response to the better-than-expected success of Clarity-1, as well as market signals that VLEO demand will continue to increase for defense and commercial missions."</p><div><hr></div><p><strong>KSAT launches Integrated Mission Services</strong> [<a href="https://www.ksat.no/news/news-archive/20152/ksat-launches-integrated-mission-services/">link</a>]<br>"KSAT announced a new end-to-end offering that provides satellite owners with a seamless solution for mission operations, ground network access, and data delivery. </p><p>As the number of small satellites and large constellations continues to grow at unprecedented speed, IMS enables satellite owners to scale efficiently while reducing the burden of managing in-house ground infrastructure and operations teams.</p><p>KSAT&#8217;s Integrated Mission Services bundles launch support, satellite operations, and mission monitoring into a single subscription."</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>scikit-eo - A Python package for Remote Sensing Data Analysis</strong> [<a href="https://yotarazona.github.io/scikit-eo/tutorials/">link</a>]<br>scikit-eo provides a rich suite of algorithms specifically designed for environmental studies. These include statistical analysis, machine learning, deep learning, data fusion and spatial analysis. <br>Researchers can leverage these tools to explore patterns, relationships, and trends within their datasets, to uncover complex land or forest degradation or mapping and classify the land cover, and generate insightful visualizations, among others tools.</p><div><hr></div><h2>Data</h2><p><strong>AgERA5 in Climate Engine was updated to version 2</strong> [<a href="https://www.linkedin.com/posts/eric-r-jensen_earthengine-drought-earthobservations-ugcPost-7377721102678241280-77du/">link</a>]<br>AgERA5 in Climate Engine was updated to version 2, which comes with substantial updates. The big update is the new Penman-Montieth Reference ET (ETo) variable that is provided. This enables users to use existing functionality available in Climate Engine to calculate derived water balance and drought indicators such as the potential water deficit, the evaporative demand drought index (EDDI), and the standardized precipitation evapotranspiration index (SPEI).</p><p>AgERA5 is a global daily climate reanalysis dataset produced at a 0.1&#176; resolution with about a one-week latency, enabling global assessment of drought conditions. It also contains snow indicators such as snow depth and snow water equivalent (SWE) and vapor pressure deficit (VPD).</p><p><strong>Learn more about AgERA5 in Climate Engine</strong> [<a href="https://support.climateengine.org/article/58-era5-ag">link</a>]<br><strong>Access the Google EarthEngine collection</strong> [<a href="https://gee-community-catalog.org/projects/agera5_datasets/#dataset-description">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!M7M9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!M7M9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg 424w, https://substackcdn.com/image/fetch/$s_!M7M9!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg 848w, https://substackcdn.com/image/fetch/$s_!M7M9!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!M7M9!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!M7M9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg" width="1456" height="1213" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1213,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!M7M9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg 424w, https://substackcdn.com/image/fetch/$s_!M7M9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg 848w, https://substackcdn.com/image/fetch/$s_!M7M9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!M7M9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45ce41a4-a24b-4873-a36b-dad8233c51c4_4226x3522.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>A Desert Intersection</strong> [<a href="https://earthobservatory.nasa.gov/images/154848/a-desert-intersection">link</a>]<br>"In the Tarim Basin in western China, a curved ridge and winding river converge in a Y-shaped tangle of sand, rock, and water channels. Even from space, it&#8217;s easy to see why the colorful ridge&#8212;Mazartagh&#8212;is known in Chinese as Hongbaishan, or &#8220;red-white mountain.&#8221;</p><p>The OLI-2 (Operational Land Imager-2) on Landsat 9 acquired this image on September 11, 2025, showing where the river meets the ridge. The wall-like ridge stretches 145 kilometers (90 miles) to the northwest and rises about 200 meters (600 feet) above the surrounding desert. It acts as a natural barrier, trapping sand and blocking dunes from moving southward under the basin&#8217;s frequent northeasterly winds.</p><p>The Hotan River (also called the Khotan River) is a seasonal feature fed by glacial meltwater from the Kunlun Mountains, which line the basin to the south. The river carries large summer flows northward across the Takla Makan Desert until it meets the Tarim River in the far northern part of the basin."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5LiU!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5LiU!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg 424w, https://substackcdn.com/image/fetch/$s_!5LiU!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg 848w, https://substackcdn.com/image/fetch/$s_!5LiU!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!5LiU!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5LiU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg" width="1456" height="1456" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1278281,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/173425825?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!5LiU!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg 424w, https://substackcdn.com/image/fetch/$s_!5LiU!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg 848w, https://substackcdn.com/image/fetch/$s_!5LiU!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!5LiU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f0bb8a7-66ac-4e5e-a47c-86df7bef5535_1915x1915.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"This Copernicus Sentinel-2 image captures an active lava lake on the Kilauea volcano on Hawaii&#8217;s Big Island." Credit: ESA</figcaption></figure></div><p><strong>Earth from Space: Kilauea lava lake, Hawaii</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth">link</a>]<br>"Located in the central Pacific Ocean, Big Island is the southeastern-most island in the US state of Hawaii and, as its name suggests, the largest in the archipelago. Having formed above a magma hotspot in the Pacific plate, Hawaii has some of the world&#8217;s largest active volcanoes. One of these is Kilauea on the southeastern side of Big Island.</p><p>This Copernicus Sentinel-2 image from 3 September 2025 shows a lava lake approximately 2.5 km in length, inside the main crater of Kilauea. Following an eruptive episode on 2 September, lava fountains reached about 100 m high and lava flowed from multiple vents in the main crater.</p><p>Although the image has been processed in natural colour, the mission&#8217;s shortwave infrared channels, which detect heat sources, were also used to highlight the fiery lava flowing from the crater in orange and red. Plumes of smoke can also be seen leaking from the crater."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!KNNH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!KNNH!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg 424w, https://substackcdn.com/image/fetch/$s_!KNNH!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg 848w, https://substackcdn.com/image/fetch/$s_!KNNH!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!KNNH!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!KNNH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg" width="1100" height="480" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:480,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!KNNH!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg 424w, https://substackcdn.com/image/fetch/$s_!KNNH!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg 848w, https://substackcdn.com/image/fetch/$s_!KNNH!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!KNNH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b81bb26-b972-46a3-9d7a-1337660f33ff_1100x480.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Understanding the long-term impact of earthquakes on slopes</strong> [<a href="https://eo4society.esa.int/2025/09/23/understanding-the-long-term-impact-of-earthquakes-on-slopes/">link</a>]<br>"When the ground trembles during a powerful earthquake, the danger doesn&#8217;t end once the shaking stops. Hidden threats like landslides and floods often emerge later, putting lives and infrastructure at risk weeks, months, or even years after the main event.</p><p>Collapsed buildings and fast-moving landslides make headlines, but earthquakes destabilise far more than what we see right away. Slopes destabilized by seismic shaking can slowly accelerate, eventually causing delayed landslides or floods. These long-term hazards remain poorly understood.</p><p>While much of today&#8217;s research focuses on co-seismic landslides (those that happen immediately during the quake), the <a href="https://eo4society.esa.int/projects/amhei/">AMHEI</a> (Advancing knowledge of multi-hazards processes and their impact) project aims to uncover how slopes evolve in the months and years following a major earthquake, and how these changes might influence landslide and flood hazards."</p><div><hr></div><p><strong>Educating customers may be half the battle for nascent hyperspectral sector</strong> [<a href="https://spacenews.com/educating-customers-may-be-half-the-battle-for-nascent-hyperspectral-sector/">link</a>]<br>"A major barrier for hyperspectral startups isn&#8217;t launching satellites - it&#8217;s teaching customers what to do with the data. Companies like Kuva Space, Wyvern, and Pixxel are investing heavily in customer education through online training, hands-on demonstrations, and AI-powered interfaces that make exploring hyperspectral cubes more intuitive. Pixxel&#8217;s Aurora platform even lets users chat with their data, asking questions like &#8220;What am I looking at here?&#8221; to uncover insights once reserved for experts. As these efforts expand, education may prove just as critical as innovation in driving hyperspectral adoption."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!u9l-!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!u9l-!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif 424w, https://substackcdn.com/image/fetch/$s_!u9l-!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif 848w, https://substackcdn.com/image/fetch/$s_!u9l-!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif 1272w, https://substackcdn.com/image/fetch/$s_!u9l-!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!u9l-!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif" width="680" height="480" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:480,&quot;width&quot;:680,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!u9l-!,w_424,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif 424w, https://substackcdn.com/image/fetch/$s_!u9l-!,w_848,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif 848w, https://substackcdn.com/image/fetch/$s_!u9l-!,w_1272,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif 1272w, https://substackcdn.com/image/fetch/$s_!u9l-!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5489dc17-bd93-4eb5-8697-1f4eb5988cd3_680x480.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"This animation shows the Thwaites Glacier in Antarctica from January 2023 to 20 September 2025." Credit: European Union, Copernicus Sentinel-1.</figcaption></figure></div><p><strong>Countdown to launch &#8211; Copernicus Sentinel-1D lifts off in November</strong> [<a href="https://www.copernicus.eu/en/news/news/countdown-launch-copernicus-sentinel-1d-lifts-november">link</a>]<br>&#8220;2025 is another milestone year for the EU Space Programme. <br>Following the successful expansion of Copernicus with the launch of Sentinel-5A and Sentinel-4A earlier in the year, on 4 November 2025, Sentinel-1D will lift off from Europe&#8217;s Spaceport in Kourou, French Guiana, ensuring the continuity of services on which a wide range of end users rely worldwide. <br>Sentinel-1D joins Sentinel-1C, launched in December 2024. Both satellites are equipped with Galileo-enabled receivers for more accurate in-orbit positioning and carry an Automatic Identification System (AIS) payload which detects signals from ships, supporting maritime domain awareness and the detection of unauthorised activities at sea. Sentinel-1D&#8217;s launch aboard Ariane 6 reflects Europe&#8217;s growing capacity to put its satellites into orbit on its own terms, strengthening the resilience of Copernicus Services and the EU&#8217;s strategic autonomy. </p><p>This week&#8217;s Observer looks at the upcoming launch and the benefits the Sentinel-1 mission delivers.&#8221;</p><div><hr></div><h2>Climate</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!rVKT!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rVKT!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png 424w, https://substackcdn.com/image/fetch/$s_!rVKT!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png 848w, https://substackcdn.com/image/fetch/$s_!rVKT!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png 1272w, https://substackcdn.com/image/fetch/$s_!rVKT!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rVKT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png" width="841" height="564" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:564,&quot;width&quot;:841,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!rVKT!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png 424w, https://substackcdn.com/image/fetch/$s_!rVKT!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png 848w, https://substackcdn.com/image/fetch/$s_!rVKT!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png 1272w, https://substackcdn.com/image/fetch/$s_!rVKT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bbd9134-ea95-44e2-9fc8-2948c98f1e51_841x564.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Ocean change is not uniform. Semi-enclosed basins such as the Black, Baltic, and Mediterranean Seas are warming far more rapidly due to limited exchange with the open ocean." Credit: von Schuckmann et al., 2025, Copernicus Ocean State Report 9.</figcaption></figure></div><p><strong>The 9th Edition of the Copernicus Ocean State Report warns that climate change, biodiversity loss, and pollution currently affect all ocean basins</strong> [<a href="https://www.copernicus.eu/en/news/news/observer-9th-edition-copernicus-ocean-state-report-warns-climate-change-biodiversity-loss">link</a>]<br>"This year&#8217;s edition of the Copernicus Ocean State Report (OSR 9) highlights the deep and widespread links between ongoing ocean change and changes in marine ecosystems, human society, and the economy. <br>The global ocean is affected by record-breaking temperatures, accelerating sea level rise, and continued acidification, with no part of the ocean untouched by what the UN has termed the triple planetary crisis of climate change, biodiversity loss, and pollution. <br>The OSR 9 also highlights the importance of regional monitoring as a complement to global assessments and showcases new and improved monitoring systems and frameworks to help track the state of the ocean."</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-121?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-121?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-121?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #120]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-120</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-120</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Fri, 12 Sep 2025 05:49:18 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!K1xW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 News</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9bEm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9bEm!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png 424w, https://substackcdn.com/image/fetch/$s_!9bEm!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png 848w, https://substackcdn.com/image/fetch/$s_!9bEm!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png 1272w, https://substackcdn.com/image/fetch/$s_!9bEm!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9bEm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png" width="1195" height="732" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:732,&quot;width&quot;:1195,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;A graphic showing the cumulative download volume of Landsat products &quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="A graphic showing the cumulative download volume of Landsat products " title="A graphic showing the cumulative download volume of Landsat products " srcset="https://substackcdn.com/image/fetch/$s_!9bEm!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png 424w, https://substackcdn.com/image/fetch/$s_!9bEm!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png 848w, https://substackcdn.com/image/fetch/$s_!9bEm!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png 1272w, https://substackcdn.com/image/fetch/$s_!9bEm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F101f3b1f-ed8f-4772-8869-373ad968815f_1195x732.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"The cumulative downloads from 2008 to present are shown in this graphic. The release of Collection 2 products in 2020, which improved data quality and accessibility, helped drive downloads upward."</figcaption></figure></div><p><strong>Landsat Celebrates Major Open Data Milestone</strong> [<a href="https://www.usgs.gov/landsat-missions/news/landsat-celebrates-major-open-data-milestone">link</a>]<br>"On July 14, 2025, downloads of Landsat products passed 200,000 terabytes (TB). This milestone highlights the vast scale of the Landsat archive and growing demand for its data.<br>This achievement stems from the 2008 policy change that made all Landsat products available for download from the U.S. Geological Survey for no-charge. In the last 17 years, scientists, land managers and the public have used this resource to understand the changes on our landscapes around the world. "</p><div><hr></div><p><strong>Planet Reports Financial Results for Second Quarter of Fiscal Year 2026</strong> [<a href="https://investors.planet.com/news/news-details/2025/Planet-Reports-Financial-Results-for-Second-Quarter-of-Fiscal-Year-2026/default.aspx">link</a>]<br>Planet had a strong Q2 FY2026, reaching record revenue of $73.4M (+20% YoY), generating $85M in operating cash and $54M in free cash flow so far this year. The company&#8217;s future business pipeline also surged, with backlog climbing to $736M. Key wins included a &#8364;240M multi-year contract with the German government, along with deals with NATO and the U.S. Navy, plus renewals with the UK RPA and SwissRe. On the technology side, Planet launched two new high-resolution Pelican satellites, expanding its next-generation constellation.</p><div><hr></div><p><strong>Planet Launches Two Additional High-Resolution Pelican Satellites</strong> [<a href="https://investors.planet.com/news/news-details/2025/Planet-Launches-Two-Additional-High-Resolution-Pelican-Satellites/default.aspx">link</a>]<br>"Planet announced that its high-resolution, AI-enabled Pelican-3 and Pelican-4 satellites were successfully launched to orbit on SpaceX&#8217;s Falcon 9 rocket from Vandenberg Space Force Base in California. The Planet team has successfully made contact with Pelican-3 and Pelican-4 and started the commissioning processes for these satellites.</p><p>Joining Pelican-1 and Pelican-2, Pelican-3 and Pelican-4 are the latest additions to Planet&#8217;s fleet of next-generation tasking satellites. Planet plans to launch additional Pelicans this year.</p><p>As Gen 1 Pelican satellites, Pelican-3 and Pelican-4 are built to provide up to 40 cm class resolution imagery across 6 multispectral bands optimized for cross-sensor analysis. Through Planet&#8217;s partnership with NVIDIA, these Pelicans are equipped with NVIDIA Jetson AI platforms to enable rapid on-orbit computing and the swift delivery of insights to customers."</p><div><hr></div><p><strong>SatVu, IHI Partner on Thermal Mapping Constellation</strong> [<a href="https://payloadspace.com/satvu-ihi-partner-on-thermal-mapping-constellation/">link</a>]<br>"British space-based infrared mapping startup SatVu has partnered with Japan industrial company IHI Corporation to develop a high-res thermal infrared satellite constellation."</p><p><strong>Related:<br>IHI collaborates with SSTL to develop Earth observation satellite constellation</strong> [<a href="https://www.ihi.co.jp/en/all_news/2025/aeroengine_space_defense/1201640_13743.html">link</a>]</p><div><hr></div><p><strong>Satellogic Maps Out Exclusive India Deal with Suhora</strong> [<a href="https://payloadspace.com/satellogic-maps-out-exclusive-india-play-with-suhora/">link</a>]<br>"Satellogic has signed a multi-year, seven-figure exclusive deal with Suhora Technologies, handing the Indian geospatial intelligence company distribution rights to Satellogic&#8217;s EO data in India and Nepal."</p><div><hr></div><p><strong>Esper Satellites Sends its Hyperspectral Sensor to Orbit</strong> [<a href="https://payloadspace.com/esper-satellites-sends-its-hyperspectral-sensor-to-orbit/">link</a>]<br>"Australian startup Esper Satellite Imagery launched its Over the Rainbow-2 (OTR-2) hyperspectral camera to orbit yesterday&#8212;flying as a hosted payload aboard Dhruva Space&#8217;s LEAP-1 mission.</p><p>The payload, a near-infrared sensor, aims to help customers in agriculture, mining, and defense to better understand the minerals hidden beneath the surface of the planet.  "</p><div><hr></div><p><strong>New Hyperspectral Satellite Startup Messium Targets Crop Monitoring</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/09/11/new-hyperspectral-satellite-startup-messium-targets-crop-monitoring/">link</a>]<br>"U.K.-based startup Messium looks to use hyperspectral satellites to monitor nitrogen in crops. The company announced a 3.3 million euro ($3.9 million) seed round this week, led by UK Innovation &amp; Science Seed Fund (UKI2S) and Expansion Aerospace Ventures."</p><div><hr></div><p><strong>Idaho to Deploy Satellite-Based Wildfire Detection With OroraTech</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/09/11/idaho-to-deploy-satellite-based-wildfire-detection-with-ororatech/">link</a>]<br>"The Idaho Department of Lands will deploy a statewide satellite-based wildfire detection and monitoring system through a new partnership with OroraTech USA. </p><p>OroraTech said Sept. 10 that the system uses both public and its own proprietary wildfire satellites and other public data sources. It is designed to provide fire location, intensity, and predicted spread. The company said this information can be shared with dispatch centers and firefighters within minutes."</p><div><hr></div><p><strong>Sumitomo Corporation Invests in Ursa Space</strong> [<a href="https://www.satellitetoday.com/finance/2025/08/20/sumitomo-corporation-invests-in-ursa-space/">link</a>]<br>"Sumitomo Corporation of Americas has invested into Ursa Space Systems to help the company serve customers across Asia, particularly in the Japanese market. The firm is the largest subsidiary of Japanese conglomerate Sumitomo Corporation."</p><div><hr></div><p><strong>Eutelsat partners with Skynopy to explore opening OneWeb ground stations to Earth observation</strong> [<a href="https://spacenews.com/eutelsat-opens-oneweb-ground-stations-to-earth-observation-with-ka-band-boost/">link</a>]<br>"Eutelsat has teamed up with French satellite connectivity startup Skynopy to explore offering Earth observation operators spare capacity on the ground stations used for OneWeb, its low Earth orbit (LEO) broadband service.</p><p>The partnership will test reusing some of the Ka-band antennas across 42 OneWeb sites worldwide, Skynopy announced Sept. 11, a move that would represent a major expansion from the startup&#8217;s current network of 30 S- and X-band antennas across 15 sites."</p><div><hr></div><p><strong>GHGSat Satellites Deployed to Monitor Methane at Scale Across ExxonMobil&#8217;s Onshore Operations</strong> [<a href="https://www.ghgsat.com/en/newsroom/ghgsat-satellites-deployed-to-monitor-methane-at-scale-across-exxonmobils-onshore-operations/">link</a>]<br>"ExxonMobil Corporation and GHGSat, announced a partnership to monitor and mitigate methane at scale across ExxonMobil&#8217;s onshore operations in North America and Asia, including the United States, Canada, Papua New Guinea, and Indonesia."</p><div><hr></div><p><strong>BlackSky and Iceye join group creating Earth&#8217;s digital twin</strong> [<a href="https://spacenews.com/blacksky-and-iceye-join-group-creating-earths-digital-twin/">link</a>]<br>"BlackSky and Iceye have joined forces with AI-visualization specialists Aechelon Technology and Niantic Spatial to create a digital twin of Earth. "</p><div><hr></div><h2>Developer's Orbit</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WyNp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WyNp!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif 424w, https://substackcdn.com/image/fetch/$s_!WyNp!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif 848w, https://substackcdn.com/image/fetch/$s_!WyNp!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif 1272w, https://substackcdn.com/image/fetch/$s_!WyNp!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WyNp!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif" width="1456" height="884" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:884,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!WyNp!,w_424,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif 424w, https://substackcdn.com/image/fetch/$s_!WyNp!,w_848,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif 848w, https://substackcdn.com/image/fetch/$s_!WyNp!,w_1272,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif 1272w, https://substackcdn.com/image/fetch/$s_!WyNp!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc0322e7-9b79-4d0a-a73b-55b404074b2f_1920x1166.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>SkyTruth Released a Codebase for Offshore Methane Detection</strong> [<a href="https://github.com/SkyTruth/offshore-methane">link</a>]<br>"The repository contains experimental tooling for detecting offshore methane emissions using Sentinel-2 imagery. The codebase grew out of SkyTruth's research efforts and includes utilities for pixel masking, MBSP raster generation and plume polygon extraction."</p><p><strong>Blog Post</strong> [<a href="https://skytruth.org/2025/08/breaking-ground-in-offshore-methane-detection/">link</a>] </p><div><hr></div><p><strong>titiler-eopf - TiTiler application for EOPF dataset</strong> [<a href="https://github.com/EOPF-Explorer/titiler-eopf">link</a>]<br>As part of the EOPF Explorer, Development Seed developed titiler-eopf, tailored from titiler-xarray using obstore to serve data from S3 object storage. <br>Follow <a href="https://www.linkedin.com/posts/emmanuelmathot_sentinel-zarr-zarr-activity-7361676355563831297-UY5f">this LinkedIn post</a> for more.</p><p><strong>Related:<br>We Needed Better Cloud Storage for Python so We Built Obstore</strong> [<a href="https://developmentseed.org/blog/2025-08-01-obstore/">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!K1xW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!K1xW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg 424w, https://substackcdn.com/image/fetch/$s_!K1xW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg 848w, https://substackcdn.com/image/fetch/$s_!K1xW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!K1xW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!K1xW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg" width="1440" height="1100" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1100,&quot;width&quot;:1440,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!K1xW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg 424w, https://substackcdn.com/image/fetch/$s_!K1xW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg 848w, https://substackcdn.com/image/fetch/$s_!K1xW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!K1xW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331e3f7a-054f-4cc4-abaf-4fd44385d9ff_1440x1100.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Hurricane Kiko captured bt the VIIRS (Visible Infrared Imaging Radiometer Suite) on the Suomi NPP satellite. Credit: NASA</figcaption></figure></div><p><strong>Hurricane Kiko Nears Hawaii</strong> [<a href="https://earthobservatory.nasa.gov/images/154769/hurricane-kiko-nears-hawaii">link</a>]<br>"Developing as a tropical depression in the eastern Pacific on August 31, 2025, Kiko intensified into a major hurricane while churning west toward the Hawaiian Islands. The storm weakened as it approached land and was forecast to skirt the islands to the north. Still, the state braced for dangerous surf from the passing storm.</p><p>The VIIRS (Visible Infrared Imaging Radiometer Suite) on the Suomi NPP satellite acquired this image of Hurricane Kiko at about 1:30 p.m. Hawaii Standard Time (23:30 Universal Time) on September 7, when it was approximately 600 miles (1,000 kilometers) east of Hilo. At that point, Kiko had sustained winds of 110 miles (175 kilometers) per hour, according to the National Hurricane Center (NHC), making it a Category 2 hurricane on the Saffir-Simpson wind scale."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><p><strong>How Copernicus supports news coverage</strong> [<a href="https://www.copernicus.eu/en/news/news/observer-how-copernicus-supports-news-coverage">link</a>]<br>"Satellites provide a unique vantage point from above, enabling unparalleled observation of global events. Whether monitoring floods using radar data or providing insights into deforestation through optical imagery, the Copernicus Sentinel missions are instrumental in capturing the state of our planet in remarkable detail. Beyond their ability to help us monitor the Earth, Copernicus images also inform the public and empower storytellers and journalists to communicate environmental narratives in engaging and accessible ways.</p><p>Today&#8217;s Observer explores how Copernicus supports journalists around the world in sharing compelling stories about our planet with their audiences."</p><div><hr></div><p><strong>New U.S.-European Sea Level Satellite Will Help Safeguard Ships at Sea</strong> [<a href="https://www.jpl.nasa.gov/news/new-us-european-sea-level-satellite-will-help-safeguard-ships-at-sea/">link</a>]<br>"Sea surface height data from the Sentinel-6B satellite, led by NASA and ESA, will help with the development of marine weather forecasts, alerting ships to possible dangers.</p><p>Because most global trade travels by ship, accurate, timely ocean forecasts are essential. These forecasts provide crucial information about storms, high winds, and rough water, and they depend on measurements provided by instruments in the ocean and by satellites including Sentinel-6B, a joint mission led by NASA and ESA (European Space Agency) that will provide essential sea level and other ocean data after it launches this November."</p><div><hr></div><h2>Climate</h2><p><strong>La Ni&#241;a may return but temperatures are likely to be above average</strong> [<a href="https://wmo.int/media/news/la-nina-may-return-temperatures-are-likely-be-above-average">link</a>]<br>"La Ni&#241;a may return to impact weather and climate patterns from September onwards, according to the latest World Meteorological Organization (WMO) El Ni&#241;o/La Ni&#241;a update. But despite the temporary cooling influence of La Ni&#241;a, temperatures are still expected to be above average for much of the world."</p><div><hr></div><h2>Upcoming Events</h2><p><strong>A new era in Forest and Land Cover Monitoring</strong> [<a href="https://land.copernicus.eu/en/events/a-new-era-in-forest-and-land-cover-monitoring">link</a>]<br>"The Copernicus Land Monitoring Service (CLMS) is delighted to invite you to an in-depth webinar on the newly launched Land Cover and Forest Monitoring (LCFM) product suite. This event will take place on 25 September 2025, offering a unique opportunity to explore ground-breaking developments in global land-cover observation."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!SSyu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!SSyu!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png 424w, https://substackcdn.com/image/fetch/$s_!SSyu!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png 848w, https://substackcdn.com/image/fetch/$s_!SSyu!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png 1272w, https://substackcdn.com/image/fetch/$s_!SSyu!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!SSyu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png" width="1280" height="640" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:640,&quot;width&quot;:1280,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!SSyu!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png 424w, https://substackcdn.com/image/fetch/$s_!SSyu!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png 848w, https://substackcdn.com/image/fetch/$s_!SSyu!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png 1272w, https://substackcdn.com/image/fetch/$s_!SSyu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6437f37e-40fa-4d08-a9e0-8912353cf019_1280x640.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>EOPF Zarr Hackathon: Driving Innovation in Cloud-Native Earth Observation</strong> [<a href="https://zarr.eopf.copernicus.eu/2025/07/29/eopf-zarr-hackathon-driving-innovation-in-cloud-native-earth-observation/">link</a>]<br>"As part of this year&#8217;s Big Data from Space (BiDS25) conference, the EOPF Zarr Hackathon will offer a unique opportunity for the Earth Observation community to come together and explore cutting-edge, cloud-native technologies aimed at transforming how we access and process data from the Copernicus Sentinel missions.</p><p>This webinar is a joint effort between our service and the EOPF toolkit team, reflecting a shared commitment to advancing open, cloud-native approaches to Earth Observation.</p><p>Designed for participants of all levels, from newcomers to advanced users, the hackathon will focus on collaborative problem-solving and hands-on experimentation with the Earth Observation Processing Framework (EOPF) and its growing suite of tools and data services."</p><div><hr></div><p><strong>Webinar 7 &#8211; EOPF Zarr Data Access with openEO and STAC</strong> [<a href="https://zarr.eopf.copernicus.eu/webinars/webinar-7-eopf-zarr-data-access-with-openeo-and-stac/">link</a>]<br>"Join this webinar on 25 September for a practical webinar showcasing how to explore and process the new EOPF Zarr data products using openEO and STAC.</p><p>As part of the Earth Observation Processing Framework (EOPF) initiative, this session demonstrates how standardised, cloud-native approaches make Earth observation workflows more FAIR &#8211; Findable, Accessible, Interoperable, Reusable. Whether you are new to openEO or looking to test the latest Sentinel Zarr data formats, this webinar will guide you through data access, building customised virtual data cubes, and simple processing steps."</p><div><hr></div><h2>Competitions</h2><p><strong>ThinkingEarth Hackathon: Shaping the Future of AI for Earth</strong> [<a href="https://thinking-earth.eu/newsroom/thinkingearth-hackathon-shaping-the-future-of-ai-for-earth/">link</a>]<br>"The ThinkingEarth project is inviting innovators, developers, and Earth science enthusiasts to its first Hackathon, taking place 29&#8211;30 September in Riga, Latvia, as part of the BiDS25 satellite events.</p><p>Participants will get hands-on with cutting-edge AI tools &#8212; from Copernicus-scale Earth Observation foundation models to graph-based weather forecasting and vision-language models &#8212; and co-create new solutions across three open tracks:</p><ul><li><p><strong>EO Foundation Models</strong> &#8211; Experiment with large-scale EO models and apply them to tasks like land cover mapping or biomass estimation.</p></li><li><p><strong>Weather Forecasting Models</strong> &#8211; Compare, evaluate, and push the limits of AI-driven weather prediction.</p></li><li><p><strong>EO Vision-Language Models</strong> &#8211; Explore how language and imagery can interact to make satellite data more accessible."</p></li></ul><div><hr></div><p><strong>A bold new chapter for AI4EO with &#8216;ESA &#934;-lab Challenges&#8217;</strong> [<a href="https://philab.esa.int/a-bold-new-chapter-for-ai4eo-with-esa-%cf%86-lab-challenges/">link</a>]<br>"With a new look and the same ambition, the rebranded &#8216;ESA &#934;-lab Challenges&#8217; return with a fresh momentum, inspiring the Earth observation and AI communities to drive innovation through a new series of impactful competitions."</p><div><hr></div><h2>Learning</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!yRzC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!yRzC!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg 424w, https://substackcdn.com/image/fetch/$s_!yRzC!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg 848w, https://substackcdn.com/image/fetch/$s_!yRzC!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!yRzC!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!yRzC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg" width="725" height="544" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:544,&quot;width&quot;:725,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;False color RGB of EMIT image over Laguna Madre, Tamaulipas, Mexico. March 29, 2025. Credit: NASA&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="False color RGB of EMIT image over Laguna Madre, Tamaulipas, Mexico. March 29, 2025. Credit: NASA" title="False color RGB of EMIT image over Laguna Madre, Tamaulipas, Mexico. March 29, 2025. Credit: NASA" srcset="https://substackcdn.com/image/fetch/$s_!yRzC!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg 424w, https://substackcdn.com/image/fetch/$s_!yRzC!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg 848w, https://substackcdn.com/image/fetch/$s_!yRzC!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!yRzC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F010aeca4-267f-4bed-bf74-86f39514af94_725x544.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Image: False color RGB of EMIT image over Laguna Madre, Tamaulipas, Mexico. March 29, 2025. Credit: NASA"</figcaption></figure></div><p><strong>Two-Day Fundamentals to Use Hyperspectral and Thermal Earth Observation Data Workshop Recordings Available Online </strong>[<a href="https://www.linkedin.com/posts/jennifer-brennan-92673812_two-day-fundamentals-to-use-hyperspectral-activity-7360411077882355712-pyiE/">link</a>]<strong><br></strong>"The two-day workshop event covers the fundamentals necessary to work with NASA's high-spectral resolution EO data, spanning the visible to short-wavelength infrared (VSWIR) and long-wavelength infrared (LWIR) parts of the electromagnetic spectrum. Presenters discuss measurement acquisition, standard pre-processing methods, data discovery, and working with key datasets from the Earth Surface Mineral Dust Source Investigation (EMIT), ECOsystem Spaceborne Thermal Radiometer Experiment on Space Station (ECOSTRESS), and Plankton, Aerosol, Cloud, Ocean Ecosystem (PACE) missions. </p><p>The webinar also includes tutorials on how to synergistically use these EO datasets and offers tutorials for using open-source code and cloud platforms, and JavaScript in Google Earth Engine (GEE)."</p><ul><li><p><strong>Agenda</strong> [<a href="https://www.earthdata.nasa.gov/s3fs-public/2025-07/SBG%20Foundational%20Training_Agenda_summary.pdf">link</a>]</p></li><li><p><strong>Fundamentals for Using Hyperspectral and Thermal Earth Observation Data (Day 1)</strong> [<a href="https://www.youtube.com/watch?v=O6uSkvT8Zr0&amp;ab_channel=NASAEarth">link</a>]</p></li><li><p><strong>From Space to Solutions: Access, Visualization, and Analysis Services for SWOT Hydrology</strong> [<a href="https://www.youtube.com/watch?v=ypdww5ZoD8M&amp;ab_channel=NASAEarth">link</a>]</p></li><li><p><strong>Workshop Presentations</strong> [<a href="https://nasa.github.io/VITALS/">link</a>]</p></li></ul><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-120?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-120?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-120?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #119]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-119</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-119</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Sat, 26 Jul 2025 15:18:21 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!w9pw!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 News</h2><p><strong>NRO Contracts Hydrosat&#8217;s Thermal Imaging Data</strong> [<a href="https://payloadspace.com/nro-contracts-hydrosats-thermal-imaging-data/">link</a>]<br>"Hydrosat announced a follow-on contract with the NRO, giving the DoD and intelligence community access to the company&#8217;s thermal imaging data through the NRO&#8217;s strategic commercial enhancements program.</p><p>The deal is a follow-on to a $1.2M Stage 1 contract Hydrosat won in 2023, which tasked the company with performing modeling and simulating services.</p><p>Since then, Hydrosat has placed two sats in orbit&#8212;VanZyl-1 and VanZyl-2. The Stage 2 contract will give the NRO access to thermal data for a combined 10M+ sq km of the Earth imaged every day."</p><div><hr></div><p><strong>BlackSky Blames Politics For Revenue Hiccup</strong> [<a href="https://payloadspace.com/blacksky-blames-politics-for-revenue-hiccup/">link</a>]<br>"BlackSky Technology told investors last week that its 2025 revenue forecast fell by $12M to $20M due to &#8220;anticipated impacts of US government budget uncertainties, and volatility in contract timing.&#8221;</p><p>The $BSKY disclosure is another data point for investors watching to see how EO companies will fare under the new Trump administration."</p><div><hr></div><p><strong>Planet Signs Contract Extension with Colombia&#8217;s IGAC for Land Management</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/07/18/planet-signs-contract-extension-with-colombias-igac-for-land-management/">link</a>]<br>"Planet has signed a multi-year contract expansion with Colombia&#8217;s government entity responsible for geographic data to continue to use Planet&#8217;s technology for land management, adding AI capabilities to track change management in roads and buildings."</p><div><hr></div><p><strong>Maxar Nabs $205M in International Contracts for Defense and Intel Capabilities</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/07/08/maxar-nabs-205m-in-international-contracts-for-defense-and-intel-capabilities/">link</a>]<br>"Maxar Intelligence on July 8 said it received $204.7 million in new multi-year contracts from three existing customers in the Middle East and Africa (MEA) region to boost sovereign defense and intelligence capabilities for the undisclosed customers."</p><div><hr></div><p><strong>MethaneSAT Loses Contact With Satellite</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/07/01/methanesat-loses-contact-with-satellite/">link</a>]<br>"Methane-monitoring satellite MethaneSAT has lost power and communications, the team behind the mission said in an update on Tuesday, July 1. </p><p>The MethaneSAT mission operations team lost contact with MethaneSAT on June 20, and the team learned on July 1 that the satellite lost power and is likely not recoverable."</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>Orbio Earth open-sourced their codebase for satellite-based methane detection</strong> [<a href="https://www.linkedin.com/posts/orbioearth_open-sourcing-our-codebase-lets-rewind-activity-7343641985989173249-eBhR">link</a>]<br>"Orbio Earth published a comprehensive tutorial to how they built their end-to-end methane pipelines over the last couple of years. Next to an extensive Q&amp;A-like documentation, they are sharing large amounts of Orbio&#8239;Earth&#8217;s production&#8209;grade methane&#8209;analytics pipeline&#8212;models, tooling, validation notebooks and reference datasets&#8212;released as open source under a non&#8209;commercial licence."</p><p>"The repository contains</p><ul><li><p>Trained models to detect methane plumes for Sentinel&#8209;2, Landsat&#8239;8/9 and EMIT.</p></li><li><p>End&#8209;to&#8209;end notebooks covering inference and post&#8209;processing to get from raw imagery to position and emission rates of methane plumes.</p></li><li><p>Synthetic&#8209;plume toolkit that injects physically realistic methane signatures into clean scenes for training and stress&#8209;testing."</p></li></ul><p><strong>GitHub Repository:</strong> [<a href="https://github.com/Orbio-Earth/Project-Eucalyptus">link</a>]<br><strong>Full Documentation </strong>[<a href="https://orbio-earth.github.io/Project-Eucalyptus/">link</a>]</p><div><hr></div><p><strong>LEGO Mosaic from Sentinel-2: A Hands-On Earth Observation Installation</strong> [<a href="https://developmentseed.org/projects/lps-openeo-lego/#step-3-translating-imagery-into-lego-bricks">link</a>]<br>"Development Seed collaborated with the Copernicus Data Space Ecosystem to create a physical LEGO mosaic from Sentinel-2 satellite imagery, transforming Earth observation data into a tangible and collaborative installation. Using openEO by TiTiler, they processed and visualized data from the Copernicus archive into color-enhanced tiles that attendees at ESA&#8217;s Living Planet Symposium 2025 assembled in real time."</p><p><strong>GitHub Repository</strong> [<a href="https://github.com/sentinel-hub/titiler-openeo">link</a>]</p><div><hr></div><p><strong>Zarr in the Browser &#8212; Fast, Flexible, and Surprisingly Powerful for Big Geo Data</strong> [<a href="https://medium.com/@tobias.ramalho.ferreira/zarr-in-the-browser-fast-flexible-and-surprisingly-powerful-for-big-geo-data-eeb90ddf8a3d">link</a>]<br>"In this article, <a href="https://www.linkedin.com/in/soutobias/">Tobias Ferreira</a> explores strategies to visualize Zarr-based multidimensional geospatial data in the browser using tools like titiler-multidim, carbonplan/maps, and zarr-gl. He compares their rendering approaches, performance, and trade-offs between server preprocessing and client-side interactivity. He also covers traditional methods like converting to Cloud-Optimized GeoTIFFs (COGs) and using NetCDF with GeoServer."</p><div><hr></div><p><strong>The Model is Not the Map</strong> [<a href="https://christopherren.substack.com/p/the-model-is-not-the-map">link</a>]<br>Follow this blog post by <span class="mention-wrap" data-attrs="{&quot;name&quot;:&quot;Christopher Ren&quot;,&quot;id&quot;:124959893,&quot;type&quot;:&quot;user&quot;,&quot;url&quot;:null,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/120052ff-b254-4a19-a756-b39f52f54d44_800x800.jpeg&quot;,&quot;uuid&quot;:&quot;35d33f27-900b-46e8-967a-58c3a58a8139&quot;}" data-component-name="MentionToDOM"></span> where he argues that it's not enough to release a model and benchmark &#8212; deploying it on a real-world area is essential so people can assess its quality and performance beyond just the metrics.</p><div><hr></div><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;9981c3c1-38a2-40fa-9038-cd4d98acad47&quot;,&quot;duration&quot;:null}"></div><p><strong>A fast, flexible pipeline for 3D globe maps</strong> [<a href="https://www.linkedin.com/pulse/fast-flexible-pipeline-3d-globe-maps-tim-meko-cicme/">link</a>]<br>"<a href="https://www.linkedin.com/in/timmeko/">Tim Meko</a> built a quick-turn workflow to visualize forecast temperatures around the globe. It&#8217;s a modular pipeline that goes from raw forecast data to a polished 3D globe in a matter of minutes&#8212;adaptable for any global gridded dataset."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!w9pw!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!w9pw!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg 424w, https://substackcdn.com/image/fetch/$s_!w9pw!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg 848w, https://substackcdn.com/image/fetch/$s_!w9pw!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!w9pw!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!w9pw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg" width="1456" height="1163" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1163,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:8587881,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/167332055?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!w9pw!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg 424w, https://substackcdn.com/image/fetch/$s_!w9pw!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg 848w, https://substackcdn.com/image/fetch/$s_!w9pw!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!w9pw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6bf6151-1bfc-43b0-a4a3-84f615731e96_5843x4669.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"This composite combines three Copernicus Sentinel-1 radar images, acquired over seven months. Each acquisition has been given a different colour &#8211; blue for October 2024, green for January 2025 and red for May 2025. The three images are then layered on top of each other to map differences in land cover, to understand how land is used and to track changes between acquisitions." Credit: ESA</figcaption></figure></div><h2>Snapshots</h2><p><strong>Earth from Space: Circles in the desert</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth">link</a>]<br>"This image from Copernicus Sentinel-1 shows circular agricultural structures near Tabarjal, in the barren desert of northern Saudi Arabia.</p><p>Most of Saudi Arabia has a desert climate and experiences temperatures as high as 50&#176;C in summer. While there are virtually no permanent rivers or lakes in the country, large valleys called wadis fill with water during times of heavy rain. Most settlements are located along these valleys.</p><p>The area pictured lies within the Wadi As Sirhan basin and shows how Saudi Arabia&#8217;s desert is used for agriculture. Despite the dry climate, many irrigated crops are grown in the area.</p><p>The circles, each approximately one kilometre wide, are formed by central-pivot irrigation systems. These consist of a well at the centre of each circle, which supplies water from underground aquifers to rotating sprinklers. This type of irrigation helps farmers manage water in a more sustainable way to conserve this precious resource, which is not being replenished."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!4K0v!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!4K0v!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png 424w, https://substackcdn.com/image/fetch/$s_!4K0v!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png 848w, https://substackcdn.com/image/fetch/$s_!4K0v!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png 1272w, https://substackcdn.com/image/fetch/$s_!4K0v!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!4K0v!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png" width="1456" height="932" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:932,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1107328,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/167332055?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!4K0v!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png 424w, https://substackcdn.com/image/fetch/$s_!4K0v!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png 848w, https://substackcdn.com/image/fetch/$s_!4K0v!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png 1272w, https://substackcdn.com/image/fetch/$s_!4K0v!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06534285-9c87-4928-b635-20fc08af83d7_1773x1135.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>A new app details where your food comes from &#8212; and just how fragile the global food system really is</strong> [<a href="https://grist.org/food-and-agriculture/a-new-app-details-where-your-food-comes-from-and-just-how-fragile-the-global-food-system-really-is/">link</a>]<br>"A &#8220;first of its kind" tool could help untangle the complex global web of food supply chains and make it more resilient to climate shocks."</p><p>"Earth Genome <a href="https://www.linkedin.com/posts/earth-genome_were-excited-to-announce-the-launch-activity-7341913966756945920-oNVJ/">announced</a> the launch of Global Food Twin - a model of the world's entire food system! <br>They worked with Better Planet Laboratory to create a model that quantifies where food is produced, where it&#8217;s consumed, and maps every step of the supply chain. They also worked with Development Seed to turn this model into a proof of concept web application that allows a user to view food production across more than 3,700 global regions visualizing what food is produced, where it goes, who consumes it and how it gets there."</p><p><strong>Explore the Global Food Twin web app</strong> [<a href="https://foodtwin.theplotline.org/">link</a>]<br><strong>GitHub Repo</strong> [<a href="https://github.com/Better-Planet-Laboratory/globalfoodtwin?tab=readme-ov-file">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!olLX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!olLX!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png 424w, https://substackcdn.com/image/fetch/$s_!olLX!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png 848w, https://substackcdn.com/image/fetch/$s_!olLX!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png 1272w, https://substackcdn.com/image/fetch/$s_!olLX!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!olLX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png" width="700" height="499" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:499,&quot;width&quot;:700,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!olLX!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png 424w, https://substackcdn.com/image/fetch/$s_!olLX!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png 848w, https://substackcdn.com/image/fetch/$s_!olLX!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png 1272w, https://substackcdn.com/image/fetch/$s_!olLX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F725558d0-1fc0-4955-9047-235f6d1e4de2_700x499.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Satellite images show fuel oil spill from Russian tankers in the Black Sea [<a href="https://texty.org.ua/articles/114261/satellite-images-show-fuel-oil-spill-from-russian-tankers-in-the-black-sea/">link</a>]</figcaption></figure></div><p><strong>New Stories from Space: More Satellite Imagery in Data Journalism</strong> [<a href="https://medium.com/@robsimmon/new-stories-from-space-more-satellite-imagery-in-data-journalism-eb6ebb4ac36a">link</a>]<br>"<a href="https://www.linkedin.com/in/robert-b-simmon/">Robert Simmon</a> put together some of his favorite recent examples of data journalism that use satellite data as a key element."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!nAuX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!nAuX!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png 424w, https://substackcdn.com/image/fetch/$s_!nAuX!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png 848w, https://substackcdn.com/image/fetch/$s_!nAuX!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png 1272w, https://substackcdn.com/image/fetch/$s_!nAuX!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!nAuX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png" width="1456" height="817" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:817,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!nAuX!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png 424w, https://substackcdn.com/image/fetch/$s_!nAuX!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png 848w, https://substackcdn.com/image/fetch/$s_!nAuX!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png 1272w, https://substackcdn.com/image/fetch/$s_!nAuX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84a92739-dd8b-467b-8e23-430fad364be4_1742x978.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"This graphic shows how JPL&#8217;s Dynamic Targeting uses a lookahead sensor to see what&#8217;s on a satellite&#8217;s upcoming path. Onboard algorithms process the sensor&#8217;s data, identifying clouds to avoid and targets of interest for closer observation as the satellite passes overhead. Credit: NASA/JPL-Caltech"</figcaption></figure></div><p><strong>How NASA Is Testing AI to Make Earth-Observing Satellites Smarter</strong> [<a href="https://www.jpl.nasa.gov/news/how-nasa-is-testing-ai-to-make-earth-observing-satellites-smarter/">link</a>]<br>"A technology called Dynamic Targeting could enable spacecraft to decide, autonomously and within seconds, where to best make science observations from orbit.</p><p>In a recent test, NASA showed how artificial intelligence-based technology could help orbiting spacecraft provide more targeted and valuable science data. The technology enabled an Earth-observing satellite for the first time to look ahead along its orbital path, rapidly process and analyze imagery with onboard AI, and determine where to point an instrument. The whole process took less than 90 seconds, without any human involvement."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!DEf_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!DEf_!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif 424w, https://substackcdn.com/image/fetch/$s_!DEf_!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif 848w, https://substackcdn.com/image/fetch/$s_!DEf_!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif 1272w, https://substackcdn.com/image/fetch/$s_!DEf_!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!DEf_!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif" width="480" height="244" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:244,&quot;width&quot;:480,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Recent flooding in the central US visualized by ICEYE. Image: ICEYE.&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Recent flooding in the central US visualized by ICEYE. Image: ICEYE." title="Recent flooding in the central US visualized by ICEYE. Image: ICEYE." srcset="https://substackcdn.com/image/fetch/$s_!DEf_!,w_424,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif 424w, https://substackcdn.com/image/fetch/$s_!DEf_!,w_848,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif 848w, https://substackcdn.com/image/fetch/$s_!DEf_!,w_1272,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif 1272w, https://substackcdn.com/image/fetch/$s_!DEf_!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fddc1635f-bd29-4d66-a1df-b1763174e142_480x244.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Recent flooding in the central US visualized by ICEYE. Image: ICEYE."</figcaption></figure></div><p><strong>Inside ICEYE&#8217;s Flood Watch From Orbit</strong> [<a href="https://payloadspace.com/inside-iceyes-flood-watch-from-orbit/">link</a>]<br>"The deadly waters rushing down the Guadalupe River in Texas this month had first responders deploying helicopters, boats &#8212; and SAR satellites. </p><p>ICEYE, the Finnish space radar operator, mapped nearly 100 square miles for FEMA as the disaster unfolded. The company&#8217;s goal was to help search and rescue workers understand the extent of the deluge. ICEYE&#8217;s data will be used by insurance companies and banks in an effort to speed up the recovery process. "</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!45wQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!45wQ!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif 424w, https://substackcdn.com/image/fetch/$s_!45wQ!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif 848w, https://substackcdn.com/image/fetch/$s_!45wQ!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif 1272w, https://substackcdn.com/image/fetch/$s_!45wQ!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!45wQ!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif" width="732" height="759" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:759,&quot;width&quot;:732,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Animation of CAMS total aerosol optical depth analyses over the North Atlantic &quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Animation of CAMS total aerosol optical depth analyses over the North Atlantic " title="Animation of CAMS total aerosol optical depth analyses over the North Atlantic " srcset="https://substackcdn.com/image/fetch/$s_!45wQ!,w_424,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif 424w, https://substackcdn.com/image/fetch/$s_!45wQ!,w_848,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif 848w, https://substackcdn.com/image/fetch/$s_!45wQ!,w_1272,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif 1272w, https://substackcdn.com/image/fetch/$s_!45wQ!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9654d64-a77a-44cb-8000-0ebe4fc3f7c0_732x759.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Animation of CAMS total aerosol optical depth analyses over the North Atlantic valid for 00 UTC from 22 May to 2 June. Credit: European Union, Copernicus Atmosphere Monitoring Service/ECMWF."</figcaption></figure></div><p><strong>CAMS tracks intense global wildfire activity in first six months of 2025</strong> [<a href="https://www.copernicus.eu/en/news/news/observer-cams-tracks-intense-global-wildfire-activity-first-six-months-2025">link</a>]<br>"The first half of 2025 was marked by intense wildfire activity in several areas around the world. From the boreal forests of Canada and Russia to the agricultural heartlands of Southeast Asia, and from temperate zones of Europe to the Korean Peninsula, wildfires and the resulting long-distance transport of smoke had significant impacts on air quality. The Copernicus Atmosphere Monitoring Service (CAMS) has been tracking these global wildfires and monitoring the atmospheric impact in the affected regions and beyond. In this Observer, we look at some of the most significant wildfire activity in the first six months of the year, with a particular focus on two regions: North America and South and Southeast Asia."</p><div><hr></div><h2>Learning</h2><div id="youtube2-vLk7ukCyroI" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;vLk7ukCyroI&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/vLk7ukCyroI?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p><strong>Breaking Earth Observation Barriers: From Data Silos to Intelligent, Reliable Discovery | Element 84</strong><br>"Jason Gilman presented at the Geo-AI Working Group on May 28, 2025. <br>Jason is Element 84's AI/ML Application Lead and a Principal Software Engineer with 20 years of experience in geospatial and Earth Observation. </p><p>Some of the <strong>key takeaways</strong> from Jason's presentation includes:</p><ul><li><p><strong>Understanding EO Barriers:</strong> Understand why challenges like finding relevant datasets or downloading large files are still an issue despite technological advances.</p></li><li><p><strong>The Power of Foundation Model Embeddings:</strong> Learn why vector embeddings from foundation models represent the future of satellite data catalogs, enabling revolutionary capabilities like similarity searches, change detection, and intuitive classification without specialized expertise.</p></li><li><p><strong>Building Trust in Geospatial AI:</strong> Explore proven techniques for developing reliable, explainable natural language systems that can answer complex questions about our planet while providing transparent reasoning and accountable results."</p></li></ul><p><strong>Presentation:</strong> [<a href="https://docs.google.com/presentation/d/1p2eRhMKNnhhc7Iq_iqlFracrfwXWhCo4tUq5_ZYDS_s/edit?usp=sharing">link</a>]</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-119?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-119?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-119?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #118]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-118</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-118</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Fri, 20 Jun 2025 06:52:37 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UtvP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UtvP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UtvP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UtvP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UtvP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UtvP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg" width="800" height="449" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:449,&quot;width&quot;:800,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Banner for the Living Symposium&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Banner for the Living Symposium" title="Banner for the Living Symposium" srcset="https://substackcdn.com/image/fetch/$s_!UtvP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UtvP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UtvP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UtvP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fded25f75-61be-4152-949b-28fd077e49b6_800x449.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Watch live: Living Planet Symposium 2025</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Watch_live_Living_Planet_Symposium_2025">link</a>]<br>"One of the biggest Earth observation conferences in the world will take place next week in Vienna. You can watch streamed plenary discussions and presentations each day on ESA Web TV.</p><p>ESA&#8217;s Living Planet Symposium will be held in the Austrian capital from 23 to 27 June.</p><p>The themes for the week are summarised in the symposium&#8217;s strapline &#8220;from observation to climate action and sustainability for Earth&#8221;. There will be discussions on how we can work together in the fields of Earth science and with the Earth observation industry to promote effective climate action to address the environmental crisis, with presentations also on new trends in Earth observation.</p><p>As many as 6000 participants are expected from up to 119 countries, including at least 800 members of the scientific community.</p><p>The event is organised with the support of the Austrian Research Promotion Agency and Austria&#8217;s Federal Ministry of Climate Action, Environment, Energy, Mobility, Innovation and Technology. It will be held at the Austria Centre Vienna.</p><p>Watch the sessions live on ESA Web TV."</p><div><hr></div><h2>Level-2 News</h2><p><strong>Planet Hits Free Cash Milestone</strong> [<a href="https://payloadspace.com/planet-hits-free-cash-milestone/">link</a>]<br>"Planet reported positive free cash flow&#8212;$8M&#8212;for the first time as a public company in its first quarter earnings release on June 4." </p><div><hr></div><p><strong>Remote Sensing CEOs Call Out Risks of Potential Budget Cuts</strong> [<a href="https://www.satellitetoday.com/government-military/2025/06/18/remote-sensing-ceos-call-out-risks-of-potential-budget-cuts/">link</a>]<br>"A group remote sensing CEOs outlined the risks that come with potential budget cuts to commercial imagery programs in a letter to Congressional leaders."</p><div><hr></div><p><strong>BlackSky to Expand Constellation With Multispectral, Large-Area Satellites</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/06/16/blacksky-to-expand-constellation-with-multispectral-large-area-satellites/">link</a>]<br>"BlackSky is planning to expand the capabilities of its Earth Observation (EO) constellation with multispectral, large-area collection satellites called AROS, to launch &#8220;as early as 2027.&#8221;</p><p>BlackSky explained the AROS satellites are designed to support country scale digital mapping, navigation, maritime, and 3D digital twin applications. The company said the AROS plan has been in development for the past two years and was a key factor in the company&#8217;s move to acquire the full stake in its manufacturer, LeoStella late last year."</p><div><hr></div><p><strong>Planet Wins New NATO Intelligence Deal</strong> [<a href="https://www.satellitetoday.com/government-military/2025/06/16/planet-wins-new-nato-intelligence-deal/">link</a>]<br>"Planet has signed a new seven-figure contract with NATO to deliver advanced daily monitoring and intelligence capabilities across NATO&#8217;s strategic areas of interest. Planet called it a &#8220;landmark partnership&#8221; and noted that it comes at a time of significant global change, and European nations are &#8220;rapidly enhancing their defense capabilities to address evolving geopolitical dynamics. Planet announced the deal on June 12. Financial terms were not disclosed."</p><div><hr></div><p><strong>Portuguese Air Force Taps ICEYE for SAR Satellite</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/06/13/portuguese-air-force-taps-iceye-for-sar-satellite/">link</a>]<br>"ICEYE has made inroads into Portugal with a breakthrough SAR satellite deal. The Portuguese Air Force, a branch of the Portuguese Armed Forces is purchasing one ICEYE SAR satellite, a ground segment and an antenna. ICEYE will deliver the satellite and other components to CTI Aerospacial, a joint venture between the Portuguese Air Force and CEiiA, a local center of engineering and innovation. The parties are in discussions relating to the purchase of additional satellites in the future. ICEYE announced the deal, June 13."</p><div><hr></div><p><strong>BAE Systems and Hanwha Systems to Collaborate on Multi-Sensor Satellite System</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/06/10/bae-systems-and-hanwha-systems-to-collaborate-on-multi-sensor-satellite-system/">link</a>]<br>"BAE Systems and Hanwha Systems have signed a new MoU to develop a multi-sensor satellite system to collect radio frequency (RF) and synthetic aperture radar (SAR) data. "</p><div><hr></div><p><strong>Tomorrow.io Teams up with National Irrigational Administration for AI Weather Prediction Project in the Philippines</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/06/04/tomorrow-io-teams-up-with-national-irrigational-administration-for-ai-weather-prediction-project-in-the-philippines/">link</a>]<br>"Low-Earth orbit satellite global weather intelligence provider Tomorrow.io will partner with the National Irrigation Administration (NIA) to help farmers adapt to climate change and boost productivity using Artificial Intelligence in the Philippines."</p><div><hr></div><p><strong>Iceye and IHI to Develop SAR Constellation in Japan</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/05/22/iceye-and-ihi-to-develop-sar-constellation-in-japan/">link</a>]<br>"Iceye plans to develop a synthetic aperture radar (SAR) constellation with Japanese heavy industry company IHI Corporation under a new MoU announced Thursday. IHI and Iceye plan to establish a satellite manufacturing facility in Japan and develop a SAR constellation of up to 24 satellites."</p><div><hr></div><p><strong>Maxar partners with Array Labs to expand 3D imaging technology</strong> [<a href="https://spacenews.com/maxar-partners-with-array-labs-to-expand-3d-imaging-technology/">link</a>]<br>"Maxar Intelligence announced an agreement with radar imaging startup Array Labs to secure capacity on its constellation set to launch in 2026.</p><p>Array Labs, based in Palo Alto, California, is developing a 3D radar imaging constellation designed to operate in clusters, with swarms of small satellites working together to capture simultaneous images of the same location on Earth. Using synthetic aperture radar (SAR) sensors, Array Labs plans to capture high-resolution 3D imagery of the Earth regardless of lighting or weather conditions."</p><div><hr></div><p><strong>Marble Imaging starts developing easy access Earth Observation portal together with software company tenics</strong> [<a href="https://marble-imaging.de/onewebmedia/documents/press_releases/2025-06-04-PR-Dragoscope.pdf">link</a>]<br>"The "Dragoscope" project, which runs until the end of June 2026, will deliver the prototype for Marble's geospatial data portal "Kaleidoscope", allowing users to easily access public data as well as future Marble data and analytics.</p><p>The "Dragoscope" project is supported by a &#8364;450,000 grant from the development bank for Bremen and Bremerhaven (BAB)."</p><div><hr></div><p><strong>One ECMWF forum is now line!</strong> [<a href="https://www.linkedin.com/posts/ecmwf-users_oneecmwf-activity-7330540876571557890-9tEj/">link</a>]<br>"The ECMWF forum was updated at the end of April 2025. It now has a fresh new &#120365;&#120368;&#120368;&#120364; and new categories and tags have been added to include all the latest exciting ECMWF products and services!</p><p>The forum is open to everyone and provides a platform for the ECMWF community to get involved in the latest discussions about ECMWF systems(e.g. AIFS, IFS and OpenIFS), services (e,g. DestinE and Copernicus) and data (e.g. Open Data, ERA5)."</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>openEO by TiTiler: Open-Source Light and Fast Processing for Earth Observation</strong> [<a href="https://dataspace.copernicus.eu/news/2025-6-4-openeo-titiler-open-source-light-and-fast-processing-earth-observation">link</a>]<br>"openEO by TiTiler has been officially released. This lightweight, high-performance backend implementation for openEO was developed through a collaboration between Development Seed and Sinergise, to provide a fast, open-source alternative for synchronous processing and visualization of Earth Observation data.</p><p>openEO by TiTiler is also deployed in CDSE, for the moment for demonstration purposes only. It is publicly available, allowing users to synchronously process and visualize Earth Observation data using the openEO API specification, with the speed and efficiency of the TiTiler engine."</p><div><hr></div><p><strong>Introducing Aurora: The first large-scale foundation model of the atmosphere</strong> [<a href="https://www.microsoft.com/en-us/research/blog/introducing-aurora-the-first-large-scale-foundation-model-of-the-atmosphere/">link</a>]<br>"When Storm Ciar&#225;n battered northwestern Europe in November 2023, it left a trail of destruction. The low-pressure system associated with Storm Ciar&#225;n set new records for England, marking it as an exceptionally rare meteorological event. The storm&#8217;s intensity caught many off guard, exposing the limitations of current weather-prediction models and highlighting the need for more accurate forecasting in the face of climate change. As communities grappled with the aftermath, the urgent question arose: How can we better anticipate and prepare for such extreme weather events? </p><p>A recent study by Charlton-Perez et al. (2024) underscored the challenges faced by even the most advanced AI weather-prediction models in capturing the rapid intensification and peak wind speeds of Storm Ciar&#225;n. To help address those challenges, a team of Microsoft researchers developed Aurora, a cutting-edge AI foundation model that can extract valuable insights from vast amounts of atmospheric data. Aurora presents a new approach to weather forecasting that could transform our ability to predict and mitigate the impacts of extreme events&#8212;including being able to anticipate the dramatic escalation of an event like Storm Ciar&#225;n. "</p><div><hr></div><h2>Data</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!l49L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!l49L!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png 424w, https://substackcdn.com/image/fetch/$s_!l49L!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png 848w, https://substackcdn.com/image/fetch/$s_!l49L!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png 1272w, https://substackcdn.com/image/fetch/$s_!l49L!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!l49L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png" width="1320" height="913" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:913,&quot;width&quot;:1320,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Multi-Modal Plot&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Multi-Modal Plot" title="Multi-Modal Plot" srcset="https://substackcdn.com/image/fetch/$s_!l49L!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png 424w, https://substackcdn.com/image/fetch/$s_!l49L!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png 848w, https://substackcdn.com/image/fetch/$s_!l49L!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png 1272w, https://substackcdn.com/image/fetch/$s_!l49L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6dca1ca-4554-4545-b3e4-d70bcc9a0cef_1320x913.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>core-five: Multi-Modal Geospatial Dataset with Perfectly Harmonized Time &amp; Space for Foundation Models</strong> [<a href="https://huggingface.co/datasets/gajeshladhar/core-five">link</a>]<br>"core-five is a pioneering dataset built for next-gen multi-modal vision models, unifying Earth Observation data from 5 essential sensors into perfectly aligned spatiotemporal datacubes.</p><ul><li><p>Sentinel-2 (S2) &#8211; Optical, 10m resolution, 2-4 Months per cube</p></li><li><p>Sentinel-1 (S1) &#8211; Synthetic Aperture Radar (SAR), 2-4 Months per cube</p></li><li><p>MODIS &#8211; Daily environmental and land indicators, 2-4 Months per cube</p></li><li><p>Landsat-8/9 &#8211; Mid-res long-term optical data, 2-4 Months per cube</p></li><li><p>High-Resolution Imagery &#8211; 20-30cm GSD (Multiple Sources)</p></li></ul><p>Each data sample is organized per S2Sphere Tile ID, with a 2-4 month temporal stack, enabling consistent cross-modality representation for foundational model training and temporal reasoning."</p><p>"With a size of 12&#8239;TB+ (growing), it stands among the largest datasets hosted on Hugging Face.</p><p>Designed for:</p><ul><li><p>Pretraining large vision and multi-modal models</p></li><li><p>Cross-resolution &amp; cross-sensor fusion</p></li><li><p>Spatio-temporal &amp; vision-language learning"</p></li></ul><p><strong>Notebook</strong> [<a href="https://colab.research.google.com/drive/15zfE392hxeKslb8UaaphL-dPStvgXD7C">link</a>]<br><strong>LinkedIn Post</strong> [<a href="https://www.linkedin.com/posts/gajeshladhar_corefive-foundationmodels-geoai-activity-7330590511944159235-IayZ/">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!7EFp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7EFp!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg 424w, https://substackcdn.com/image/fetch/$s_!7EFp!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg 848w, https://substackcdn.com/image/fetch/$s_!7EFp!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!7EFp!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!7EFp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg" width="1456" height="963" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:963,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1506142,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/163477219?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!7EFp!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg 424w, https://substackcdn.com/image/fetch/$s_!7EFp!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg 848w, https://substackcdn.com/image/fetch/$s_!7EFp!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!7EFp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde5676-2da3-434e-bacb-85f4498484b0_2400x1588.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Copernicus Sentinel-1 captured this image over part of eastern Borneo, a tropical island in Southeast Asia." Credit: ESA</figcaption></figure></div><p><strong>Earth from Space: East Kalimantan, Borneo</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth">link</a>]<br>"Borneo, the world&#8217;s third largest island, is shared between Brunei, Malaysia and Indonesia. The area pictured here covers part of the East Kalimantan province in Indonesia, with the Makassar Strait to the east, a narrow passage in the west-central Pacific Ocean.</p><p>This radar image is from 31 March 2025, it is in false-colour and in &#8216;dual polarisation&#8217; horizontal and vertical radar pulses. Compared to a single acquisition, this dual mode provides more detailed and complementary information about Earth&#8217;s surface. Different colours represent different types of land cover, such as yellow for dense vegetation and forests and dark blue for water."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;50bfae9e-07d2-4449-a913-6d7abe7f499a&quot;,&quot;duration&quot;:null}"></div><p><strong>Global Views of PACE Land Vegetation Data</strong> [<a href="https://svs.gsfc.nasa.gov/5548/">link</a>]<br>"Launched in early 2024, NASA&#8217;s new Plankton Aerosol Cloud ocean Ecosystem (PACE) satellite provides the world&#8217;s first and only hyperspectral, global coverage of terrestrial ecosystems every 1-2 days. Hyperspectral satellite observations such as these can allow us to detect vegetation characteristics such as concentrations of leaf pigments which play important roles in plant photosynthesis and protection, advancing our ability to understand and measure regional forest and crop health and productivity from space."</p><div><hr></div><p><strong>AI-Supported Sea Ice Mapping</strong> [<a href="https://www.dlr.de/en/eoc/latest/news/2025/ai-supported-sea-ice-mapping">link</a>]<br>"Mapping sea ice is essential for ship traffic in the Baltic Sea. EOC's Maritime Security Lab in Bremen has developed an AI-supported approach that will now be employed by the Ice Service of the Federal Maritime and Hydrographic Agency of Germany (BSH)."</p><div><hr></div><p><strong>Air Quality Analysis: validating satellite data with ground measurements in Limassol, Cyprus</strong> [<a href="https://www.dlr.de/en/eoc/latest/news/2025/air-quality-analysis-validating-satellite-data-with-ground-measurements-in-limassol-cyprus">link</a>]<br>Satellites offer a global view of air pollution, but struggle to capture the fine-scale, ground-level concentrations that impact our health most directly. Official, ground measuring stations provide exact values, but they are expensive and sparsely distributed. The AirTRack system, developed jointly by Augsburg University and the German Aerospace Center (DLR), bridges this gap with a dense network of calibrated, low-cost sensors measuring pollutants like NO&#8322;, PM, and ozone in real time. Combined with satellite data, it enables a far more complete and actionable picture of urban air quality.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8Kvn!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8Kvn!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!8Kvn!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!8Kvn!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!8Kvn!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8Kvn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1853709,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/163477219?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!8Kvn!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!8Kvn!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!8Kvn!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!8Kvn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca2ab230-2463-465a-9c9b-ed90b6b9cc86_1920x1080.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Volcanic eruption Etna, Italy. Credit: DLR</figcaption></figure></div><p><strong>S5P measures SO2 cloud over Sicily</strong> [<a href="https://www.dlr.de/en/eoc/latest/news/2025/s5p-measures-so2-cloud-over-sicily">link</a>]<br>"On Monday, June 2nd, at around 11:00 a.m. local time, Mount Etna in Sicily erupted with a massive explosion. Shortly after the eruption, the European satellite Sentinel-5 Precursor (S5P) detected the volcanic sulfur dioxide (SO&#8322;) cloud over Sicily for the first time. Since then, operationally processed S5P measurements at the Earth Observation Center (EOC) have continuously recorded the development of the volcanic emissions."</p><div><hr></div><h2>Competitions</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!FcNm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!FcNm!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg 424w, https://substackcdn.com/image/fetch/$s_!FcNm!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg 848w, https://substackcdn.com/image/fetch/$s_!FcNm!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!FcNm!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!FcNm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg" width="1456" height="808" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:808,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:&quot;No alternative text description for this image&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!FcNm!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg 424w, https://substackcdn.com/image/fetch/$s_!FcNm!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg 848w, https://substackcdn.com/image/fetch/$s_!FcNm!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!FcNm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff85216c2-01cc-4ee0-b64d-9014ceb395a0_1520x844.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Classification for Landslide Detection</strong> [<a href="https://zindi.africa/competitions/classification-for-landslide-detection">link</a>]<br>"The objective of this challenge is to create a model that effectively leverages SAR for cloud-covered regions while prioritising optical data where available, enabling accurate and reliable landslide detection."</p><div><hr></div><p><strong>CLGE launches the Young Surveyors&#8217; Contest 2025</strong> [<a href="https://www.clge.eu/2025/clge/clge-launches-the-young-surveyors-contest-2025">link</a>]<br>"If you, or you and your teammates, are 35 years old or less and you have undertaken your thesis or some research work at a European university in the department of geodesy, cadastre, mapping or geoinformation or if you have a relevant project in mind, in one of these fields, you are welcome to participate in the CLGE Young Surveyors&#8217; Contest 2025! You work must have been finalised within the last 3 years, i.e. between 1 January 2022 and 28 July 2025."</p><p><em>Submission Deadline: 28 July 2025, 23:00 CEST</em></p><p><strong>Related: <br>Meet CLGE Ambassador Mar Roca Mora &#8211; from Contest Winner to marine earth observation doctoral researcher</strong> [<a href="https://www.clge.eu/2025/clge/meet-clge-ambassador-mar-roca-mora-from-contest-winner-to-marine-earth-observation-doctoral-researcher">link</a>]</p><div><hr></div><p><strong>The HYPERVIEW2 Challenge is LIVE</strong> [<a href="https://platform.ai4eo.eu/hyperview2">link</a>]<br>"KP Labs and the ESA&#8217;s &#934;-Lab, together with Warsaw University of Technology and Poznan University of Technology rejoin forces for a second time: With HYPERVIEW2, the AI4EO Challenges return to AI-enhanced in-orbit processing to advance more efficient and sustainable farming."</p><div><hr></div><h2>Learning</h2><div id="youtube2-ZKdrYm3TiBU" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;ZKdrYm3TiBU&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/ZKdrYm3TiBU?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p><strong>GDAL CLI Modernization</strong><br>"The GDAL Project Steering Committee was pleased to announce the release of GDAL 3.11.0 on May 9th, 2025. The 2024 GDAL User Survey [1] showed the GDAL Command Line Interface (CLI) to be in need of modernization, and GDAL 3.11.0 is the first release to provide a substantial refactoring of the common interaction point of many with the nearly 27 year old software project.</p><p>The new CLI, driven by sub-commands of the 'gdal' main program [2], is more convenient, consistent, predictable, and capable. It provides a GDAL spin on CLI concepts from rasterio, git, and others. Existing GDAL CLIs will continue to be supported as-is, but we hope the new CLI will make it easier to explore, learn, and reason about GDAL while manipulating geospatial data."</p><div><hr></div><h2>Reach out!</h2><p>I'll be attending the Living Planet Symposium next week. Happy to chat over coffee (or beer / wiener schnitzel), if you're around!</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-118?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-118?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-118?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #117]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-117</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-117</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Tue, 13 May 2025 14:22:04 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Applications for NASA DEVELOP are now open!</strong> [<a href="https://www.linkedin.com/posts/sydneyneugebauer_applications-for-nasa-develop-are-now-activity-7325625146910683136-RVKr">link</a>]<br>"DEVELOP offers 10-week, paid, applied research opportunities for students, recent graduates, early or career-transitioning professionals, and military personnel and veterans. From September 15 &#8211; November 21, teams will work alongside science advisors to conduct feasibility studies that apply NASA Earth observation data to support partner organizations&#8217; decisions. </p><p><em>Applications are due Friday, June 13.</em>"</p><div><hr></div><h2>Level-2 News</h2><p><strong>Outstanding Sentinel1C commissioning completed with successful IOCR</strong> [<a href="https://www.linkedin.com/posts/patrick-klenk-778b4a300_earthexplorer-biomass-esa-ugcPost-7326678186623201281-Uu5v/">link</a>]<br>"On May 7th, the latest member of ESA&#8217;s Sentinel1 &#8212; Sentinel-1C &#8212; was released into operations after successful completion of its In-Orbit Commissioning Review (IOCR) at ESTEC in the Netherlands." </p><div><hr></div><p><strong>Iceye Continues European Expansion With Rheinmetall JV and Manufacturing Center in Spain</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/05/08/iceye-continues-european-expansion-with-rheinmetall-jv-and-manufacturing-center-in-spain/">link</a>]<br>"Iceye has made key moves in Germany and Spain as it continues to grow its presence in Europe. In Germany, it has signed an MoU with German defense manufacturer Rheinmetall to establish a joint venture for satellite production. In addition, Iceye is also launching a new research &amp; development and manufacturing center in Valencia, Spain."</p><div><hr></div><p><strong>Planet Signs 7-Figure Contract Expansion with the German Government, Enabling Land and Water Management from Space</strong> [<a href="https://investors.planet.com/news/news-details/2025/Planet-Signs-7-Figure-Contract-Expansion-with-the-German-Government-Enabling-Land-and-Water-Management-from-Space/default.aspx">link</a>]<br>"Planet announced the German Federal Ministry of the Interior and Community (BMI) and the German Federal Agency for Cartography and Geodesy (BKG) have signed a seven-figure contract with Planet with a one year term and an option to renew for two more years.</p><p>The deal includes a fixed rate of all of Planet&#8217;s data products over Germany, including insights from Planetary Variables, water monitoring services from Planet&#8217;s partner EOMAP and access to Planet&#8217;s Insights Platform. This data will inform a variety of use cases, including monitoring water, forests, agriculture, socio-economics, and land-use, and support federal monitoring campaigns and environmental assessments."</p><div><hr></div><p><strong>OroraTech Joins Forces with SkyFi to Expand US Access to Space-Based Fire Detection</strong> [<a href="https://ororatechusa.com/resources/news-blog/ororatech-joins-forces-with-skyfi-to-expand-us-access-to-space-based-fire-detection">link</a>]<br>"SkyFi and OroraTech have entered into a strategic partnership to bring space-based thermal monitoring and wildfire detection to a broader US audience through SkyFi&#8217;s Earth intelligence platform."</p><div><hr></div><p><strong>OroraTech Readies for US Expansion with New Denver Headquarters</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/04/25/ororatech-readies-for-us-expansion-with-new-denver-headquarters/">link</a>]<br>"OroraTech is hoping to make its presence felt in the U.S. market after opening its U.S. headquarters in Denver. The company, whic is based in Germany and specializes in wildfire intelligence and risk assessment, hopes to support wildfire resilience in the United Sates. The Denver office will serve as a central hub connecting U.S. wildfire emergency services, utility providers and government agencies with OroraTech&#8217;s space technology. OroraTech announced the move, April 24."</p><div><hr></div><p><strong>IonQ to acquire Capella Space in bid to build ultra-secure quantum network</strong> [<a href="https://spacenews.com/ionq-to-acquire-capella-space-in-bid-to-build-ultra-secure-quantum-network/">link</a>]<br>"IonQ, a Maryland-based quantum computing company, announced May 7 it has reached an agreement to acquire Capella Space, the first U.S. firm to launch a commercial radar imaging satellite."</p><div><hr></div><p><strong>UP42 and Maxar Partner to Broaden Global Access to the Most Advanced Commercial Geospatial Intelligence</strong> [<a href="https://up42.com/blog/up42-partners-with-maxar">link</a>]<br>"UP42 has partnered with Maxar to make Maxar&#8217;s very high-resolution satellite imagery and tasking products available in the UP42 platform. UP42 customers can now directly task Maxar&#8217;s very high-resolution constellation, including its WorldView Legion satellites."</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>From Access to Application: EOPF Sentinel Zarr Samples Webinars</strong></p><ul><li><p><strong>Webinar 1: A new framework for data processing</strong> [<a href="https://www.youtube.com/watch?v=v_TTiPMF9c8&amp;ab_channel=EOPFSentinelZarrSamplesService">link</a>]<br>"The first webinar in this new series introduces a structured approach to adopting the EOPF Zarr data format, catering to a broad spectrum of users. It provides an in-depth exploration of the EOPF Sentinel Zarr Samples, outlining their core functionalities, advantages, and potential applications in data processing and analysis. The session includes a detailed walkthrough of the format&#8217;s structure and capabilities, highlighting how it facilitates more efficient data access and storage.</p><p>The second part of the webinar is a live tutorial utilising Jupyter notebooks, offering participants a practical demonstration of how to work with the EOPF Sentinel Zarr Samples. This hands-on segment provides step-by-step guidance on accessing, manipulating, and analysing the data within this framework, showcasing best practices and useful techniques for seamless integration into existing workflows."</p></li><li><p><strong>Webinar 2: Hands on with Sentinel 2 L2A EOPF Zarr</strong> [<a href="https://www.youtube.com/watch?v=IcGlfoYZUMI&amp;t=3s&amp;ab_channel=EOPFSentinelZarrSamplesService">link</a>]<br>"This webinar is a hands-on introduction to working with Sentinel-2 L2A data in the EOPF Zarr format, aimed at users interested in more efficient ways to access and work with Earth observation data."</p></li></ul><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!rEXP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rEXP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png 424w, https://substackcdn.com/image/fetch/$s_!rEXP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png 848w, https://substackcdn.com/image/fetch/$s_!rEXP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png 1272w, https://substackcdn.com/image/fetch/$s_!rEXP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rEXP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png" width="1456" height="466" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:466,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image" title="Image" srcset="https://substackcdn.com/image/fetch/$s_!rEXP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png 424w, https://substackcdn.com/image/fetch/$s_!rEXP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png 848w, https://substackcdn.com/image/fetch/$s_!rEXP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png 1272w, https://substackcdn.com/image/fetch/$s_!rEXP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8019b48f-a364-4e83-81e6-c76488d7c8e1_2000x640.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Left: Benchmarking attribute-based STAC searches (geometry and ID) using different backends. Right: stac-fastapi-geoparquet can serve large pages of items faster than stac-fastapi-pgstac</figcaption></figure></div><div><hr></div><p><strong>Right-sizing STAC</strong> [<a href="https://developmentseed.org/blog/2025-05-07-stac-geoparquet/">link</a>]<br>"Most cloud-native Earth data platforms rely on powerful infrastructure to deliver metadata search at scale. Development Seed is exploring how to make geospatial metadata more portable, efficient, and cost-effective by combining the flexibility of STAC with the lightweight power of GeoParquet."</p><div><hr></div><p><strong>Zarr + STAC</strong> [<a href="https://element84.com/software-engineering/zarr-stac/">link</a>]<br>"As part of Element84's work writing a STAC + Zarr Report for the Cloud Optimized Geospatial Formats Guide their team is exploring the partially overlapping goals of STAC and Zarr and offering suggestions for how to use them together. This effort is particularly relevant currently due to several recent developments in the space that they discuss later in this post."</p><div><hr></div><p><strong>OpenAerialMap v2: Faster, Better Imagery Access for Humanitarian Mapping</strong> [<a href="https://www.hotosm.org/updates/openaerialmap-v2/">link</a>]<br>"OpenAerialMap is evolving to provide faster, more reliable access to satellite and drone imagery for humanitarian mapping. With a new STAC-based infrastructure and modern tools, HOT and Development Seed are rebuilding OAM to meet today&#8217;s urgent mapping needs. Discover how this upgrade will improve interoperability, speed, and usability for disaster response and recovery efforts."</p><div><hr></div><p><strong>OpenPV - Open-source PV forecasts throughout Germany</strong> [<a href="https://www.linkedin.com/posts/florian-kotthoff_open-source-pv-prognosen-in-ganz-deutschland-activity-7326520818669121536-WEJL">link</a>]<br>"The openpv.de website provides users with a comprehensive understanding of solar energy potential of their building. By utilizing openly available 3D building data, socalled LOD2 data, openpv.de offers an accurate representation of how solar energy can be harnessed both on roofs and facades."</p><ul><li><p><strong>Website</strong> [<a href="https://www.openpv.de/">link</a>]</p></li><li><p><strong>OpenPV on GitHub</strong> [<a href="https://github.com/open-pv">link</a>]</p></li></ul><div><hr></div><h2>Data</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!y0BS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!y0BS!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png 424w, https://substackcdn.com/image/fetch/$s_!y0BS!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png 848w, https://substackcdn.com/image/fetch/$s_!y0BS!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png 1272w, https://substackcdn.com/image/fetch/$s_!y0BS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!y0BS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png" width="800" height="474" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:474,&quot;width&quot;:800,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;global map of sea surface salinity with colors indicating salinity ranging from green (average) to red (high)&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="global map of sea surface salinity with colors indicating salinity ranging from green (average) to red (high)" title="global map of sea surface salinity with colors indicating salinity ranging from green (average) to red (high)" srcset="https://substackcdn.com/image/fetch/$s_!y0BS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png 424w, https://substackcdn.com/image/fetch/$s_!y0BS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png 848w, https://substackcdn.com/image/fetch/$s_!y0BS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png 1272w, https://substackcdn.com/image/fetch/$s_!y0BS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4702ac52-7f89-42f6-8abf-64fd08d7679f_800x474.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">The figure shows mean SSS values in practical salinity units (psu) from the SMAP RSS SSS Version 5.0 product. Image credit: Remote Sensing Systems</figcaption></figure></div><p><strong>Sea Surface Salinity Datasets Now Available on the SNWG Earthdata Search Portal</strong>  [<a href="https://www.earthdata.nasa.gov/news/sea-surface-salinity-datasets-now-available-snwg-earthdata-search-portal">link</a>]<br>As part of the Satellite Needs Working Group (SNWG)&#8217;s Sea Surface Salinity (SSS) with Sea Ice Mask solution, three products were recently added to the SNWG Earthdata Search Portal:</p><ul><li><p>Remote Sensing Systems (RSS) Soil Moisture Active Passive (SMAP) Level 3 Sea Surface Salinity Standard Mapped Image 8-Day Running Mean V5.0 Validated Dataset</p></li><li><p>RSS SMAP Level 2C Sea Surface Salinity Near Real-Time (NRT) V5.0 Validated Dataset</p></li><li><p>RSS SMAP Level 3 Sea Surface Salinity Standard Mapped Image 8-Day Running Mean V5.3 Evaluation Dataset</p></li></ul><p>These products help address the need for low-latency measurements of sea surface salinity near the sea-ice edge, a gap identified during the SNWG 2020 assessment. </p><div><hr></div><p><strong>ALOS-2 ScanSAR Data Now Available in Earthdata</strong> [<a href="https://www.earthdata.nasa.gov/news/alos-2-scansar-data-now-available-earthdata">link</a>]<br>"NASA has released a powerful, high-resolution radar dataset that is useful for studying Earth in extraordinary detail and compatible with measurements from upcoming missions. </p><p>The Alaska Satellite Facility Distributed Active Archive Center (ASF DAAC), in partnership with the Japan Aerospace Exploration Agency (JAXA), recently began publishing a synthetic aperture radar (SAR) dataset mirrored from JAXA's Advanced Land Observing Satellite-2 (ALOS-2) archive: the ALOS-2 PALSAR-2 Level 1 ScanSAR product.</p><p>The Earth observation data from ALOS-2 began in 2014 and are appropriate for many types of surveys, including ice sheet and landscape topography, vegetation analysis, geodynamic measurements, and disaster response. Earthdata&#8217;s first available ALOS-2 ScanSAR imagery covers North and South America and selected additional regions worldwide. </p><p>What&#8217;s more, ALOS-2 uses an L-band radar similar to the one that will be launched aboard the upcoming NASA/Indian Space Research Organization (ISRO) SAR (NISAR) mission, making data from the platforms scientifically compatible with each other."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!EDyP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!EDyP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg 424w, https://substackcdn.com/image/fetch/$s_!EDyP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg 848w, https://substackcdn.com/image/fetch/$s_!EDyP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!EDyP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!EDyP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg" width="1456" height="1456" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:13925163,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/162529808?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!EDyP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg 424w, https://substackcdn.com/image/fetch/$s_!EDyP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg 848w, https://substackcdn.com/image/fetch/$s_!EDyP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!EDyP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbcd3e638-8f04-4e0e-8a44-3f9ad534f29a_3487x3487.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Part of the Italian island of Sardinia is featured in this image captured by the Copernicus Sentinel-2 mission.". Credit: ESA</figcaption></figure></div><p><strong>Earth from Space: Northwest Sardinia, Italy</strong> [<a href="https://www.esa.int/ESA_Multimedia/Images/2025/05/Earth_from_Space_Northwest_Sardinia_Italy">link</a>]<br>"With an area of about 24 090 sq km, Sardinia is the second-largest island in the Mediterranean Sea, after Sicily. It is situated about 200 km west of the Italian peninsula, a similar distance north of Tunisia, and is separated from the French island of Corsica by just 12 km."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><p><strong>Why is Space-Based Decision Making so Hard to Do?</strong> [<a href="https://www.linkedin.com/pulse/why-space-based-decision-making-so-hard-do-cassidy-rankine-phd/">link</a>]<br><a href="https://www.linkedin.com/in/cassidy-rankine/">Cassidy Rankine</a> unpacks why using satellite observations to drive business and management decisions is difficult and it all comes down to uncertainty.</p><ul><li><p><strong>Confidence needs accumulation:</strong> One observation often isn&#8217;t enough&#8212;repeated captures reduce uncertainty and increase decision confidence.</p></li><li><p><strong>Observation &#8800; information:</strong> Frequency of information required and the frequency of observation are two very different things. It&#8217;s not about many images&#8212;it's about confidence in the composite.</p></li><li><p><strong>Spectral data is noisy:</strong> Real-world spectral curves are impacted by ~400 km of atmosphere and sensor limitations, making interpretation challenging.</p></li><li><p><strong>Ground validation is critical:</strong> Without in-situ references,  satellite-derived insights risk losing/limiting accuracy.</p></li></ul><div><hr></div><p><strong>Nation at a Crossroads: FY2026 Budget Proposal Threatens to Dismantle U.S. Geospatial Supremacy, Risking Economic and Infrastructural Integrity</strong> [<a href="https://projectgeospatial.org/geospatial-frontiers/nation-at-a-crossroads-fy2026-budget-proposal-threatens-to-dismantle-us-geospatial-supremacy-risking-economic-and-infrastructural-integrity">link</a>]<br>A 22.6% slash to non-defense federal funding in the proposed FY2026 U.S. budget could devastate the geospatial and Earth observation ecosystem. Over $3 billion in proposed cuts directly target:</p><ul><li><p><strong>NOAA:</strong> $1.5B+ cuts jeopardize climate, weather, and satellite data streams vital to agricultural technology, coastal management solutions, insurance modeling, and logistics.</p></li><li><p><strong>NASA Earth Science:</strong> $1.16B cut undermines Landsat Next and global EO continuity.</p></li><li><p><strong>USGS:</strong> $564M cut threatens core mapping, 3DEP, hydrography, and climate/ecosystem data.</p></li></ul><p>This isn&#8217;t just a budget&#8212;it&#8217;s a potential unraveling of the U.S. geospatial enterprise.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!0K1Y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!0K1Y!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png 424w, https://substackcdn.com/image/fetch/$s_!0K1Y!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png 848w, https://substackcdn.com/image/fetch/$s_!0K1Y!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png 1272w, https://substackcdn.com/image/fetch/$s_!0K1Y!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!0K1Y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png" width="779" height="439" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:439,&quot;width&quot;:779,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Left: Maxar WorldView Legion image showing a large object under fabric or netting at a dry dock in North Korea, acquired Sept. 10, 2024. Right: Umbra synthetic aperture radar image of the same location one day later. Credit: Maxar and Umbra&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Left: Maxar WorldView Legion image showing a large object under fabric or netting at a dry dock in North Korea, acquired Sept. 10, 2024. Right: Umbra synthetic aperture radar image of the same location one day later. Credit: Maxar and Umbra" title="Left: Maxar WorldView Legion image showing a large object under fabric or netting at a dry dock in North Korea, acquired Sept. 10, 2024. Right: Umbra synthetic aperture radar image of the same location one day later. Credit: Maxar and Umbra" srcset="https://substackcdn.com/image/fetch/$s_!0K1Y!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png 424w, https://substackcdn.com/image/fetch/$s_!0K1Y!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png 848w, https://substackcdn.com/image/fetch/$s_!0K1Y!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png 1272w, https://substackcdn.com/image/fetch/$s_!0K1Y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4ba78ac2-5146-4b05-823a-2c04a8afdccd_779x439.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Left: Maxar WorldView Legion image showing a large object under fabric or netting at a dry dock in North Korea, acquired Sept. 10, 2024. Right: Umbra synthetic aperture radar image of the same location one day later. Credit: Maxar and Umbra</figcaption></figure></div><p><strong>How Earth observation satellite operators are teaming up to tip and cue one another</strong> [<a href="https://spacenews.com/how-earth-observation-satellite-operators-are-teaming-up-to-tip-and-cue-one-another/">link</a>]<br>"When imagery from the Worldview Legion satellites revealed fabric over a large object near a dry dock in North Korea in September, satellite operator Maxar Intelligence knew they needed help. They turned to Umbra Space, a company that focuses on synthetic-aperture radar imagery, for follow up. Umbra&#8217;s sensors are not obstructed by clouds, darkness or even thin fabrics. And so after tasking a satellite on orbit, Umbra&#8217;s team ultimately revealed what was under the netting: the outline of a submarine."</p><div><hr></div><h2>Climate</h2><p><strong>New version of the Copernicus Interactive Climate Atlas dataset and viewer</strong> [<a href="https://forum.ecmwf.int/t/new-version-of-the-copernicus-interactive-climate-atlas-dataset-and-viewer/12835">link</a>]<br>"ECMWF announced that the new version (v2) of the Copernicus Interactive Climate Atlas (C3S Atlas) dataset and viewer has been published on 07-05-2025."</p><p>New C3S Atlas User Tools are also available [<a href="https://ecmwf-projects.github.io/c3s-atlas/intro.html">link</a>]<br><strong>Copernicus Interactive Climate Atlas Viewer</strong> [<a href="https://atlas.climate.copernicus.eu/atlas">link</a>]</p><div><hr></div><h2>LinkedIn Highlights</h2><p><strong>"What do geospatial tools and music editing software have in common?"</strong> [<a href="https://www.linkedin.com/posts/anthonynboyd_what-do-geospatial-tools-and-music-editing-activity-7327761366910402560-VHqs/">link</a>]<br>Have a look at this post by <a href="https://www.linkedin.com/in/anthonynboyd/">Anthony Boyd</a>, Product Manager at Development Seed. Apparently, when the company built the Exploration and Analysis tool for the VEDA Dashboard, they borrowed an idea from&#8230; Music editing software!</p><div><hr></div><p><strong>"As a scientist, there is always this one question on my mind; how much of what we do, actually reaches out to the public?"</strong> [<a href="https://www.linkedin.com/feed/update/urn:li:activity:7326221930439610371/">link</a>]<br>Not exactly related to usual content of this newsletter, but I found it really interesting. In this post, <a href="https://www.linkedin.com/in/kalimeri/">Kyriaki Kalimeri</a>, researcher at the ISI Foundation, writes about their study "<a href="https://journals.plos.org/climate/article?id=10.1371/journal.pclm.0000541">The role of science in the climate change discussions on Reddit</a>" and their key findings. </p><div><hr></div><h2>Upcoming Events</h2><p><strong>Kickstart your Earth Observation journey with WEkEO&#8217;s Beginner-Friendly Webinar Series &#8220;WEkEO Essentials&#8221;</strong> [<a href="https://wekeo.copernicus.eu/news/a-learning-rich-season-ahead-with-wekeo-">link</a>]<br>"This spring, WEkEO is launching WEkEO Essentials, a three-part webinar series designed to empower newcomers in the Earth Observation community. Whether you are a student, an early-career professional, or simply curious about exploring environmental data, this series offers an inspiring, accessible entry point.</p><p>Through these sessions, participants will gain practical insights into working with atmosphere, climate, land, and ocean data &#8211; and by the end, they will have a solid understanding of the full range of WEkEO&#8217;s tools and how to apply them effectively in research and projects."</p><div><hr></div><p><strong>Geospatial Information Services in Support of United Nations Operations</strong> [<a href="https://www.linkedin.com/posts/maria-antonia-brovelli-750544_gis-remotesensing-unitednations-activity-7326624875844911104-8sot/">link</a>]<br>"This webinar will explore how GIS and Remote Sensing are transforming UN operations&#8212;supporting data-driven decisions in some of the world&#8217;s most challenging contexts"</p><p><em>Date &amp; Time: 15 May | 16:30&#8211;17:15 CET</em></p><div><hr></div><p><strong>GeoBeer #49</strong> [<a href="https://ti.to/geobeer/49">link</a>]<br>"GeoBeer 49 will take place on the evening of 12 June (from 18:15) in Stadt St.Gallen. They have an exciting program with lightning talks, among others by <a href="https://www.linkedin.com/in/gjore-milevski/">Gjore Milevsk</a>i of Development Seed about "<em>Beyond the raw data &#8211; Building open science interfaces for Earth Observation"</em>."</p><div><hr></div><h2>Learning</h2><p><strong>Cubes &amp; Clouds 2.0 is out!</strong> [<a href="https://www.linkedin.com/posts/micheleclaus_cubes-clouds-activity-7327706976409276416-lEWO">link</a>]<br>The new version of the MOOC Cubes &amp; Clouds is available again with plenty of new things to learn!<br>The new version includes content and exercises with the Pangeo ecosystem, a new lecture named Formats &amp; Performance including an exercise measuring your algorithm energy consumption, parallel processing and chunking strategies.</p><p>All the course content is also available on GitHub for free.</p><ul><li><p><strong>MOOC:</strong> [<a href="https://eo-college.org/courses/cubes-and-clouds">link</a>]</p></li><li><p><strong>GitHub:</strong> [<a href="https://github.com/EO-College/cubes-and-clouds">link</a>]</p></li></ul><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-117?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-117?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-117?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #116]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-116</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-116</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Fri, 25 Apr 2025 09:22:03 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;7e8c2e2b-f88c-4479-90ad-34bbebbfc383&quot;,&quot;duration&quot;:null}"></div><p><strong>Living Planet Symposium - Registration is Open</strong> [<a href="https://lps25.esa.int/">link</a>]<br>The event will take place on 23&#8211;27 June 2025 in Vienna, Austria and the deadline to register is 26 May.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!3V03!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!3V03!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg 424w, https://substackcdn.com/image/fetch/$s_!3V03!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg 848w, https://substackcdn.com/image/fetch/$s_!3V03!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!3V03!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!3V03!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg" width="1456" height="971" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:971,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7838573,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/161289635?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!3V03!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg 424w, https://substackcdn.com/image/fetch/$s_!3V03!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg 848w, https://substackcdn.com/image/fetch/$s_!3V03!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!3V03!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe23cf934-141e-4192-a813-babbded521fd_8150x5433.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"ESA&#8217;s Biomass satellite, encapsulated within a Vega-C rocket fairing, has been rolled out to the launch pad at Europe&#8217;s Spaceport in French Guiana ahead of liftoff, planned for 29 April at 11:15 CEST." Credit: ESA</figcaption></figure></div><p><strong>Biomass mission &#8211; measuring Earth's 'lung capacity' from space</strong> [<a href="https://www.dlr.de/en/latest/news/2025/biomass-mission-measuring-earth-s-lung-capacity-from-space">link</a>]<br>"Forests cover 40.6 million square kilometres of our planet &#8211; almost a third of Earth' s ice-free land area. Often called the 'green lungs' of our planet, they supply our atmosphere with fresh oxygen. But how healthy is this vital organ of our Earth? Can it continue supplying us with enough fresh air to keep Earth's ecosystems functioning? To answer these questions, we must first determine the lung capacity of our forests.</p><p>This is the task of the Biomass mission, which is scheduled to launch on 29 April 2025 on a Vega-C rocket from Europe's Spaceport in Kourou, French Guiana."</p><div><hr></div><h2>Level-2 News</h2><p><strong>Up to 15 Greek satellites set for launch within two years</strong> [<a href="https://www.ekathimerini.com/economy/1266841/up-to-15-greek-satellites-set-for-launch-within-two-years/">link</a>]<br>"Between 10 and 15 Greek satellites are expected to be launched into orbit over the next two years by the Ministry of Digital Governance in collaboration with the Hellenic Space Center. These satellites are being developed by Greek companies that have taken advantage of government incentives and have established operations within Greece."</p><div><hr></div><p><strong>Geopera Partners with Wyvern</strong> [<a href="https://geopera.com/blog/geopera-wyvern-partner">link</a>]<br>"Geopera has partnered with Wyvern, adding high-resolution hyperspectral satellite imagery to their data offerings for the Australian market. This collaboration enables their customers to access Wyvern&#8217;s Dragonette constellation data directly through the Pera Portal, providing new analytical capabilities for various applications specific to Australian environments and industries."</p><div><hr></div><p><strong>Planet Signs Three-Year Contract with EMDYN, Providing Satellite Data for Intelligence, Insurance, and Security Solutions</strong> [<a href="https://investors.planet.com/news/news-details/2025/Planet-Signs-Three-Year-Contract-with-EMDYN-Providing-Satellite-Data-for-Intelligence-Insurance-and-Security-Solutions/default.aspx">link</a>]<br>"Planet announced a multi-year contract with EMDYN, a European-based company providing agile intelligence-led solutions and security services.</p><p>Through this relationship, EMDYN will use Planet&#8217;s near-daily global satellite imagery and taskable high resolution SkySat satellites to monitor subtle activity across large geographical regions&#8212;such as border movements, infrastructure development, or maritime patterns&#8212;and capture fleeting, high-resolution imagery of events as they unfold."</p><div><hr></div><p><strong>OroraTech opens US office to expand wildfire monitoring network</strong> [<a href="https://spacenews.com/ororatech-opens-us-office-to-expand-wildfire-monitoring-network/">link</a>]<br>"German satellite operator OroraTech opened its U.S. headquarters in Denver, Colorado, April 24 to push its growing wildfire-monitoring constellation into a country that regularly experiences some of the world&#8217;s most costly fires.</p><p>The seven-year-old startup said the office will be a central hub for connecting U.S. emergency services, utility providers and government agencies with its wildfire mapping and analysis platform.</p><p>Leveraging a proprietary network of 10 heat-tracking cubesats in low Earth orbit, along with public data from more than 30 satellites in LEO and geostationary orbit, OroraTech says its services can significantly improve response capabilities once a fire breaks out."</p><div><hr></div><p><strong>Umbra to develop maritime surveillance satellites for U.S. military</strong> [<a href="https://spacenews.com/umbra-to-develop-maritime-surveillance-satellites-for-u-s-military/">link</a>]<br>"Umbra, a California-based manufacturer of synthetic aperture radar (SAR) satellites, has been tapped to develop next-generation sensor satellites aimed at enhancing maritime and open-ocean search capabilities for the United States and its allies in the Indo-Pacific.</p><p>The company was selected to develop these satellites under a public-private agreement known as Strategic Funding Increase (STRATFI) that could be valued at up to $60 million pending final contracting and co-investment commitments."</p><div><hr></div><p><strong>To build new weather satellite instruments, L3Harris opts for automated manufacturing</strong> [<a href="https://spacenews.com/to-build-new-weather-satellite-instruments-l3harris-opts-for-automated-manufacturing/">link</a>]<br>"L3Harris Technologies is preparing to modernize the development, production and testing of weather satellite instruments in a new 9,290-square-meter facility in Fort Wayne, Indiana."</p><div><hr></div><p><strong>Poland Invests in 3-Satellite EO Constellation Built by Creotech Instruments</strong> [<a href="https://www.satellitetoday.com/government-military/2025/04/18/poland-invests-in-3-satellite-eo-constellation-built-by-creotech-instruments/">link</a>]<br>"Polish space company Creotech Instruments will build three Earth observation (EO) satellites for Poland under a new contract with the European Space Agency (ESA) announced April 15. The contract is worth nearly 52 million euros ($59 million) and the project is named CAMILA, Country Awareness Mission in Land Analysis.</p><p>Poland&#8217;s Ministry of Development and Technology ordered the national satellite constellation.  </p><p>Creotech Instruments is the prime contractor of the system, which will consist of three observation satellites and a ground segment. The three satellites will feature different sensors &#8212; one radar, one high-resolution optical and one lower-resolution optical, and the contract includes options for a potential fourth satellite."</p><div><hr></div><p><strong>Sidus Space, Little Place Labs Unveil New Maritime Intelligence Capabilities for the LizzieSat Platform</strong> [<a href="https://www.satellitetoday.com/manufacturing/2025/04/17/sidus-space-little-place-labs-unveil-new-maritime-intelligence-capabilities-for-the-lizziesat-platform/">link</a>]<br>"Sidus Space rolled out near real-time vessel detection and classification capabilities for its LizzieSat space-based maritime intelligence satellite platform.<br>Sidus&#8217; 3D printed LizzieSat can now process data directly onboard through its Orlaith AI Ecosystem, which includes its FeatherEdge edge computing hardware, and OrbitfyEdge software from its tech partner Little Place Labs.</p><p>This solution not only detects and classifies vessels but also cross-references onboard AIS (automatic identification system) data to identify or flag &#8220;dark&#8221; vessels engaged in illegal activities such as piracy or illegal fishing."</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>Data-Centric Methods for Satellite Image Segmentation</strong> [<a href="https://github.com/microsoft/data-centric-satellite-segmentation">link</a>]<br>"This repository contains implementations of data-centric approaches for improving semantic segmentation performance on satellite imagery. These methods won the MVEO data-centric competition.</p><p>The authors share the implementation of techniques for prioritizing training samples based on different measures:</p><ul><li><p><strong>Diversity-based selection:</strong> Prioritizing samples that represent the diversity of the dataset</p></li><li><p><strong>Complexity-based ranking:</strong> Focusing on samples with higher information content</p></li></ul><p>The main dataset supported is DFC-22, with additional experimental support for Potsdam and Vaihingen datasets."</p><div><hr></div><p><strong>GeoDeep's AI Detection on Maxar's Satellite Imagery</strong> [<a href="https://tech.marksblogg.com/geodeep-maxar-ai-detection.html">link</a>]<br>"Follow this post by <a href="https://www.linkedin.com/in/marklitwintschik/">Mark Litwintschik</a> as he runs some of GeoDeep's built-in AI models on Maxar's satellite imagery of Myanmar and Bangkok, Thailand."</p><div><hr></div><h2>Data</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kEr_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kEr_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp 424w, https://substackcdn.com/image/fetch/$s_!kEr_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp 848w, https://substackcdn.com/image/fetch/$s_!kEr_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp 1272w, https://substackcdn.com/image/fetch/$s_!kEr_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kEr_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp" width="720" height="275" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:275,&quot;width&quot;:720,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kEr_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp 424w, https://substackcdn.com/image/fetch/$s_!kEr_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp 848w, https://substackcdn.com/image/fetch/$s_!kEr_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp 1272w, https://substackcdn.com/image/fetch/$s_!kEr_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28946a68-0b02-4ee0-a219-3c06328155c8_720x275.webp 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Spatial distribution of Kuro Siwo</figcaption></figure></div><p><strong>Kuro Siwo: A global multi-temporal SAR dataset for rapid flood mapping</strong> [<a href="https://www.linkedin.com/posts/thinkingearth_github-orion-ai-labkurosiwo-code-and-activity-7318600354454003713-FKac">link</a>]</p><ul><li><p>43 global events manually annotated</p></li><li><p>338B m&#178; of land mapped</p></li><li><p>33B m&#178; flooded zones &amp; water bodies</p></li><li><p>Dual SAR:</p><ul><li><p>GRD (optimised)</p></li><li><p>SLC (raw for complex-valued ML)</p></li></ul></li><li><p>Self-supervised ready: large unlabelled SAR with consistent preprocessing</p></li><li><p>Benchmarked with BlackBench</p></li></ul><p><strong>Related:</strong></p><ul><li><p><strong>Code and data for Kuro Siwo flood mapping dataset</strong> [<a href="https://github.com/Orion-AI-Lab/KuroSiwo">link</a>]</p></li><li><p><strong>Kuro Siwo: 12.1 billion m&#178; under the water. A global multi-temporal satellite dataset for rapid flood mapping</strong> [<a href="https://orionlab.space.noa.gr/publication/bountos-2023-kuro/">link</a>]</p></li></ul><div><hr></div><p><strong>Wyverns updated theirs Open Data Program</strong> [<a href="https://www.linkedin.com/posts/elliejonesyyc_we-just-updated-our-open-data-program-activity-7320841681682018304-eTon">link</a>]<br>Wyverns announced that they updated their Open Data Program with a new version of their imagery, version 1.4, featuring several improvements to data access!<br>The'll also be releasing some additional imagery soon. </p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Q47c!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Q47c!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Q47c!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Q47c!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Q47c!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Q47c!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg" width="1080" height="1080" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/dcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1080,&quot;width&quot;:1080,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!Q47c!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Q47c!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Q47c!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Q47c!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdcb9e5ca-a32f-4b8d-b174-5094f41df462_1080x1080.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>"You're not looking at shipping data. You're looking at air pollution."</strong> [<a href="https://www.linkedin.com/feed/update/urn:li:activity:7315785873072005123/?commentUrn=urn%3Ali%3Acomment%3A(activity%3A7315785873072005123%2C7315828749483061248)&amp;dashCommentUrn=urn%3Ali%3Afsd_comment%3A(7315828749483061248%2Curn%3Ali%3Aactivity%3A7315785873072005123)&amp;dashReplyUrn=urn%3Ali%3Afsd_comment%3A(7315987727571726336%2Curn%3Ali%3Aactivity%3A7315785873072005123)&amp;replyUrn=urn%3Ali%3Acomment%3A(activity%3A7315785873072005123%2C7315987727571726336)">link</a>]<br>Check out this LinkedIn post by <a href="https://www.linkedin.com/in/dianaurge/">Diana Urge-Vorsatz</a>.</p><p>"This image shows global shipping routes, visualised not through vessel trackers&#8212;but through NO&#8322; pollution emitted by ships, captured via satellite.<br>Thanks to ESA's Sentinel-5P, scientists can now also detect pollution from individual ships from space! The result: shipping lanes appear as atmospheric scars across the oceans.<br>Shipping is a major but often overlooked source of nitrogen dioxide, contributing to both climate change and regional air pollution. And as trade patterns shift&#8212;due to market, geopolitical, or regulatory factors&#8212;these atmospheric signatures may shift too.<br>It's a striking example of how economic activity, policy, and pollution are deeply intertwined&#8212;and visible from space."</p><p><strong>Explore the visualization:</strong> [<a href="https://earth.nullschool.net/#current/chem/surface/currents/overlay=no2/orthographic=-22.01,-7.24,461">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!h6tw!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!h6tw!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg 424w, https://substackcdn.com/image/fetch/$s_!h6tw!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg 848w, https://substackcdn.com/image/fetch/$s_!h6tw!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!h6tw!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!h6tw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg" width="1456" height="1941" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1941,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7613929,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/161289635?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!h6tw!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg 424w, https://substackcdn.com/image/fetch/$s_!h6tw!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg 848w, https://substackcdn.com/image/fetch/$s_!h6tw!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!h6tw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e3269e4-3ac9-4261-86f7-cb5c08010760_1920x2560.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">" Interferogram showing how the ground shifted during the quake &#8211; a composite created by combining a Sentinel-1A image from 27 March with the Sentinel-1C image from 2 April, after the earthquake." Credit: ESA</figcaption></figure></div><p><strong>Sentinel-1 captures ground shift from Myanmar earthquake</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-1/Sentinel-1_captures_ground_shift_from_Myanmar_earthquake">link</a>]<br>"On 28 March 2025, a powerful magnitude 7.7 earthquake struck central Myanmar, sending shockwaves through the region. While the country is still dealing with the devasting aftermath, scientists have used radar images from the Copernicus Sentinel-1 satellites to reveal a detailed picture of how the ground shifted as a result of the quake &#8211; offering new insights into the mechanics of the tectonic Sagaing Fault and the scale of the seismic rupture."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><p><strong>NASA Measures Moonlight to Improve Earth Observations</strong> [<a href="https://www.nasa.gov/centers-and-facilities/armstrong/nasa-measures-moonlight-to-improve-earth-observations/">link</a>]<br>"Flying high above the clouds and moon-gazing may sound like a scene from a timeless romance, but NASA did just that in the name of Earth science research. In March 2025 pilots took the agency&#8217;s ER-2 science aircraft on a series of night flights over NASA&#8217;s Armstrong Flight Research Center in Edwards, California, as the Moon increased in visible size. For those few nights, the high-flying plane was converted into a one-of-a-kind airborne lunar observatory.</p><p>The Airborne Lunar Spectral Irradiance, or air-LUSI, mission observed the Moon at different phases and measured the sunlight reflected by the lunar surface. Specifically, the instrument tracks the amount of light reflected at different wavelengths. This information enables scientists to use the Moon as a calibration tool for Earth-observing sensors."</p><div><hr></div><h2>Climate</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!fE_k!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!fE_k!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png 424w, https://substackcdn.com/image/fetch/$s_!fE_k!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png 848w, https://substackcdn.com/image/fetch/$s_!fE_k!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png 1272w, https://substackcdn.com/image/fetch/$s_!fE_k!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!fE_k!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png" width="1456" height="1582" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1582,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!fE_k!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png 424w, https://substackcdn.com/image/fetch/$s_!fE_k!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png 848w, https://substackcdn.com/image/fetch/$s_!fE_k!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png 1272w, https://substackcdn.com/image/fetch/$s_!fE_k!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc6860743-8eab-4efc-8342-326ffbcfb488_2400x2607.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Anomalies and extremes in annual precipitation in 2024."</figcaption></figure></div><p><strong>The ESOTC2024 report reveals a distinct east-west contrast in precipitation across Europe last year</strong> [<a href="https://climate.copernicus.eu/esotc/2024/precipitation">link</a>]<br>"In 2024, Europe experienced above-average precipitation overall, with around 34% of the land area seeing above-average annual precipitation.<br>There was a pronounced east-west contrast in conditions. Western Europe saw widespread wetter-than-average conditions, with some areas in a swathe from Spain and Italy to northern Fennoscandia experiencing their wettest year in the period since 1979. For western Europe, excluding Iceland, it was one of the ten wettest years in the analysed period since 1950.<br>Across most of eastern Europe, conditions were drier than average, with eastern Ukraine and parts of southwestern Russia having their driest year in the period since 1979."</p><p><strong>Related:<br>Europe&#8217;s Warmest Year on Record&#8212;Striking Climate Contrasts in 2024</strong> [<a href="https://www.copernicus.eu/en/news/news/observer-europes-warmest-year-record-striking-climate-contrasts-2024">link</a>]<br>"The European State of the Climate 2024 (ESOTC 2024) report, jointly published on 15 April by the Copernicus Climate Change Service (C3S) and the World Meteorological Organization (WMO), reveals that 2024 was the warmest year, both for Europe and globally, since records began. Across the continent, people experienced dramatic and contrasting climate conditions. While the east faced dry, scorching heat, the west endured heavy rainfall and flooding, marking a year of profound and disruptive climate extremes."</p><div><hr></div><h2>LinkedIn Highlights</h2><p><em>"Open data doesn&#8217;t reach its full value until someone can explore it, share it, and understand it."</em> [<a href="https://www.linkedin.com/feed/update/urn:li:activity:7320199586579447808/">link</a>]<br>Check out <a href="https://www.linkedin.com/in/anthonynboyd/">Anthony Boyd's</a> post on the importance of building open-source tools that enable scientists to share their stories.</p><p><strong>Related:</strong><br><strong>VEDA Dashboard:</strong> https://www.earthdata.nasa.gov/dashboard/<br><strong>VEDA Documentation</strong>: https://docs.openveda.cloud/<br><strong>Development Seed's explanation of the project:</strong> https://developmentseed.org/projects/nasa-impact-veda/</p><div><hr></div><h2>Call for Papers</h2><p><strong>TerraBytes is now accepting proceedings</strong> [<a href="https://terrabytes-workshop.github.io/">link</a>]<br>"At the intersection of data curation, data archiving, and representation learning, this workshop will foster a holistic discussion covering major steps in the EO from downlinked satellite data, training paradigms to downstream applications."</p><p>TerraBytes is a ICML 2025 Workshop - 18/19 July 2025 - Vancouver, Canada.<br><em>Papers submission deadline: May 16th, 2025</em></p><div><hr></div><h2>Competitions</h2><p><strong>SpaceNet 9: Cross-Modal Satellite Imagery Registration</strong> [<a href="https://www.topcoder.com/challenges/9620f66a-767e-40ac-81d5-5cc61274b186">link</a>]<br>SpaceNet is an initiative dedicated to accelerating open-source, artificial intelligence applied research for geospatial applications, specifically foundational mapping (i.e., building footprint and road network detection). SpaceNet is run by co-founder Maxar and partners Amazon Web Services (AWS), Topcoder, Oak Ridge National Laboratory, Umbra, and IEEE GRSS.</p><p>Participants in this challenge will develop algorithms to compute pixel-wise spatial transformations between optical imagery and SAR imagery, specifically in earthquake-affected regions. These algorithms will be evaluated for their ability to align tie-points across modalities, enabling better downstream analytics such as damage assessment and change detection.</p><p>To support the competition, the challenge provides a dataset consisting of high-resolution optical imagery from the Maxar Open Data Program and SAR imagery from UMBRA. The dataset includes manually labeled tie-points to evaluate registration quality. A baseline algorithm is also provided to set a performance benchmark, but participants are encouraged to explore novel approaches to significantly improve accuracy.</p><p>See <a href="https://elib.dlr.de/209238/1/IGARSS_24_SN9%20%285%29.pdf">this paper</a> written by the SpaceNet team for more details.</p><div><hr></div><h2>Learning</h2><p><strong>How to make an animated map of the 2024 North Atlantic Spring Phytoplankton Bloom map using QGIS, Adobe Illustrator, and Adobe Premiere</strong> [<a href="https://www.chiaraphillips.com/post/make-this-plankton-map-plz">link</a>]<br>Follow this tutorial by <a href="https://www.linkedin.com/in/chiaraphillips/">Chiara Phillips</a>, on how to create an an animated map of the 2024 North Atlantic Spring Phytoplankton Bloom map using QGIS, Adobe Illustrator, and Adobe Premiere. The tutorial was part of the recent Copernicus Marine Service Data Viz Webinar Series. </p><div><hr></div><h2>Reach out!</h2><p>I'll be attending the <a href="https://nikal.eventsair.com/cmspreview/nasa-esa-international-workshop-on-geospatial-ai-foundation-model-for-earth-observation-and-earth-sciences/">ESA&#8211;NASA International Workshop on AI Foundation Models for Earth Observation</a> in Frascati, Italy. Happy to chat over coffee (or tiramisu) if you're around!</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-116?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-116?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-116?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #115]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-115</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-115</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Sun, 06 Apr 2025 08:20:57 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div id="youtube2-d54cM3d-Qbk" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;d54cM3d-Qbk&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/d54cM3d-Qbk?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p><strong>A year of weather 2024<br></strong>EUMETSAT released its 2024 weather visualisation, revisiting key weather events of last year on a global scale.</p><div><hr></div><h2>Level-2 News</h2><p><strong>D-Orbit Acquires Italian EO Company Planetek</strong> [<a href="https://www.satellitetoday.com/finance/2025/04/04/d-orbit-acquires-italian-eo-company-planetek/">link</a>]<br>"Space logistics company D-Orbit announced a deal on Friday to acquire Italian Earth Observation (EO) and analytics company Planetek Group to bring together in-orbit servicing and space data.</p><p>D-Orbit has acquired all of Planetek&#8217;s shares. D-Orbit said the two companies will retain operational autonomy, but will &#8220;explore new innovative business models and synergies&#8221; together. "</p><div><hr></div><p><strong>New contract signed for continued development of CLCplus Core</strong> [<a href="https://land.copernicus.eu/en/news/new-contract-signed-for-continued-development-of-clcplus-core">link</a>]<br>"The Copernicus Land Monitoring Service (CLMS) announced the signing of a new contract designed to support the ongoing development and operation of the CLCplus Core platform&#8212;an integral component of the expanding CLCplus product suite."</p><div><hr></div><p><strong>ESA&#8217;s Arctic Weather Satellite hailed as excellent</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/Meteorological_missions/Arctic_Weather_Satellite/ESA_s_Arctic_Weather_Satellite_hailed_as_excellent">link</a>]<br>"Launched just seven months ago, ESA&#8217;s Arctic Weather Satellite has been proving how the New Space approach can accelerate the development of missions capable of delivering detailed temperature and humidity profiles for short-term weather forecasts.</p><p>Moreover, the impact of this tiny prototype satellite goes even further &#8211; its measuring instrument has been recognised as able to provide data that&#8217;s on a par with traditional large missions."</p><div><hr></div><p><strong>Biomass cleared for fuelling</strong> [<a href="https://www.esa.int/ESA_Multimedia/Images/2025/03/Biomass_cleared_for_fuelling">link</a>]<br>"Since its arrival at Europe&#8217;s Spaceport in French Guiana three weeks ago, ESA&#8217;s Biomass satellite has been under the scrutiny of satellite engineers who have been carefully executing the long list of tasks on the &#8216;to do&#8217; list to make this new Earth Explorer mission ready for liftoff on 29 April. The latest milestone passed, is that Biomass&#8217; propulsion subsystem has been prepared for fuelling and has undergone thorough system checks."</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>"Find me all the log yards in Europe"</strong> [<a href="https://www.linkedin.com/feed/update/urn:li:activity:7313195715990577152/">link</a>]<br>"Check out this demo, by <a href="https://www.linkedin.com/in/samuel-barrett-b86b85171/">Samuel Barrett</a>, using pre-computed EO embeddings (from Clay's foundational model on NAIP imagery), to rapidly identify log yards across Washington and Oregon."</p><p><strong>GitHub Repo</strong> [<a href="https://github.com/sbgeoaiphd/log-embeddings">link</a>]</p><div><hr></div><p><strong>Earth Observation Training Data Lab (EOTDL)</strong> [<a href="https://www.eotdl.com/">link</a>]<br>"Co-funded by ESA &#934;-lab, EOTDL is a new repository for finding high-quality and curated training datasets for all your Earth Observation, AI, deep learning, and machine learning needs."</p><div><hr></div><p><strong>Copernicus Data Space Ecosystem releases new STAC Catalog</strong> [<a href="https://eomag.eu/copernicus-data-space-ecosystem-releases-new-stac-catalog/">link</a>]<br>"The Copernicus Data Space Ecosystem has launched a new STAC Catalog, improving access to Sentinel-2 cloudless mosaics &amp; Sentinel-1 GRD datasets."</p><div><hr></div><p><strong>Fundamentals: Tensors vs. Tables</strong> [<a href="https://earthmover.io/blog/tensors-vs-tables">link</a>]<br>This post by Earthmover breaks down - from first principles - why cloud-native, array-first systems are essential for geospatial, AI, and any data with shape, space, or time.</p><div><hr></div><p><strong>Streaming satellite imagery into QGIS using STAC and Cloud-Optimised GeoTIFFs</strong> [<a href="https://www.spectralreflectance.space/p/streaming-satellite-imagery-into">link</a>]<br>"This post demonstrates how to search a STAC Catalog for Sentinel-2 and Landsat imagery, access their COG assets and programmatically build a QGIS project that streams false-colour composites - no (persistent) download required."</p><div><hr></div><h2>Data</h2><p><strong>GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis</strong> [<a href="https://huggingface.co/datasets/azavras/GAIA">link</a>]<br>"GAIA is a large-scale vision-language dataset designed to bridge the gap between remote sensing (RS) imagery and natural language understanding. It provides 205,150 image-text pairs (41,030 images with 5 synthetic captions each) for advancing RS-specific vision-language models (VLMs). The dataset spans over 25 years of Earth observations (1998-2024), covering diverse geographic regions, satellite missions, and RS modalities."</p><p><strong>Paper: GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis</strong> [<a href="https://arxiv.org/abs/2502.09598">link</a>]</p><div><hr></div><p><strong>New data set release: ATLAS/ICESat-2 L3A Along Track Coastal and Nearshore Bathymetry</strong> [<a href="https://nsidc.org/data/user-resources/data-announcements/new-data-set-release-atlasicesat-2-l3a-along-track-coastal-and-nearshore-bathymetry">link</a>]<br>"ATLAS/ICESat-2 L3A Along Track Coastal and Nearshore Bathymetry, Version 1 is now available at the NASA National Snow and Ice Data Center Distributed Active Archive Center (NSIDC DAAC). This data set contains global along-track coastal and nearshore bathymetry, consisting of refraction-corrected seafloor and sea surface heights (orthometric and ellipsoidal heights and instantaneous depths), as well as associated uncertainties. The data are derived from ATLAS/ICESat-2 L2A Global Geolocated Photon Data (ATL03)."</p><div><hr></div><p><strong>Release of GEDI V2 Data for April through November 2024</strong> [<a href="https://lpdaac.usgs.gov/news/release-of-gedi-v2-data-for-april-through-november-2024/">link</a>]<br>"The LP DAAC is pleased to announce the availability of the Global Ecosystem Dynamics Investigation (GEDI) Version 2 Level 1B Geolocated Waveform Data, Level 2A Elevation and Height Metrics Data, and Level 2B Canopy Cover and Vertical Profile Metrics Data for April 27, 2024 through November 28, 2024."</p><div><hr></div><p><strong>Retirement of the Land Cover Viewer application</strong> [<a href="https://land.copernicus.eu/en/news/retirement-of-the-land-cover-viewer-application">link</a>]<br>"The Land Cover Viewer Application was retired on April 1, 2025. Its core functionality has been integrated into the CLMS portal."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8nVz!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8nVz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png 424w, https://substackcdn.com/image/fetch/$s_!8nVz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png 848w, https://substackcdn.com/image/fetch/$s_!8nVz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png 1272w, https://substackcdn.com/image/fetch/$s_!8nVz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8nVz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png" width="1181" height="1771" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1771,&quot;width&quot;:1181,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!8nVz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png 424w, https://substackcdn.com/image/fetch/$s_!8nVz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png 848w, https://substackcdn.com/image/fetch/$s_!8nVz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png 1272w, https://substackcdn.com/image/fetch/$s_!8nVz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64efde08-04a1-432a-94ac-8496f4d94459_1181x1771.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"EarthCARE&#8217;s Broadband Radiometer observes major thunderstorms in Spain on 11 March 2025."</figcaption></figure></div><p><strong>Major thunderstorms in Spain as seen by EarthCARE&#8217;s Broadband Radiometer</strong> [<a href="https://earth.esa.int/eogateway/success-story/major-thunderstorms-in-spain-as-seen-by-earthcare-s-broadband-radiometer">link</a>]<br>"Spain and Portugal have witnessed particularly high rainfall throughout late winter and early Spring, and the European Space Agency&#8217;s Earth Cloud, Aerosol and Radiation Explorer (EarthCARE) has captured some of the weather systems causing it."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UQ3N!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UQ3N!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UQ3N!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UQ3N!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UQ3N!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UQ3N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg" width="1456" height="1456" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1571760,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/160177678?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UQ3N!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UQ3N!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UQ3N!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UQ3N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4780a9e-b471-48b4-ae79-c3dde4365a31_2160x2160.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Earth from Space: The shrinking Aral Sea</strong> [<a href="https://www.esa.int/ESA_Multimedia/Images/2025/04/Earth_from_Space_The_shrinking_Aral_Sea">link</a>]<br>"Straddling the border between Kazakhstan in the north and Uzbekistan in the south, the Aral Sea was once a large inland water body in Central Asia. In 1960, the lake covered an area of about 68 000 sq km &#8211; twice the size of Belgium."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><p><strong>The State of EO 2025</strong> [<a href="https://payloadspace.com/the-state-of-eo-2025/">link</a>]<br>"Payload talked with senior officials from HawkEye 360, ICEYE US, Maxar Intelligence, Planet, Umbra, Albedo, Wyvern, and Capella about the state of the EO industry and how companies are driving toward profitability."</p><p>With satellites built and launched, the Earth Observation industry is now being tested on the value its data can deliver.</p><p><strong>Key Highlights:</strong></p><ul><li><p><strong>Beyond Launch: Demonstrating Real-World Use:</strong><br>The EO sector has entered a critical phase - moving beyond satellite launches to monetizing the data and proving its real-world value.</p></li><li><p><strong>Unlocking EO Data with AI:</strong><br>AI is accelerating delivery and democratizing access to EO data, but it&#8217;s not a silver bullet&#8212;complex use cases still demand significant effort and expert-driven workflows.</p></li><li><p><strong>Defense Still Dominates:</strong><br>National security agencies remain EO&#8217;s primary customers, but there's growing interest from foreign governments seeking sovereign constellations.</p></li><li><p><strong>Commercial Potential Awaits:</strong><br>Opportunities exist in industries like forestry, oil spill detection, and infrastructure - but EO must prove it can outperform drones or aircraft.</p></li><li><p><strong>Multiphenomenology Fusion:</strong><br>Combining SAR, hyperspectral, high-res optical, and public datasets is seen as a major growth area.</p></li><li><p><strong>Export Challenges:</strong><br>U.S. firms are hindered by export controls (e.g., ITAR), giving non-U.S. SAR providers a competitive edge in sovereign satellite deals.</p></li></ul><div><hr></div><p><strong>IRIDE: A satellite with a unique background</strong> [<a href="https://www.linkedin.com/pulse/iride-satellite-unique-background-josef-aschbacher-jynwe/">link</a>]<br>Follow this article by Josef Aschbacher as he shares the first images from the IRIDE constellation, marking the beginning of a new era for optical multispectral imagery from satellites entirely designed and integrated in Italy.</p><div><hr></div><p><strong>As Wildfires Raged, Satellite Imagery and GIS Helped Fill In Information Gaps</strong> [<a href="https://www.esri.com/about/newsroom/arcnews/as-wildfires-raged-satellite-imagery-and-gis-helped-fill-in-information-gaps">link</a>]<br>By the end of January, California was already facing one of its worst fire seasons ever. As the Palisades and Eaton Fires tore through Los Angeles County, ICEYE&#8217;s smoke-penetrating radar satellites and Esri&#8217;s GIS dashboards gave first responders the data they needed.</p><div><hr></div><p><strong>AI and satellites help aid workers respond to Myanmar earthquake damage</strong> [<a href="https://abcnews.go.com/Technology/wireStory/ai-satellites-aid-workers-respond-myanmar-earthquake-damage-120342572">link</a>]<br>A news item covering the satellite imagery tool created by teams at Planet &amp; Microsoft AI for Good Lab for the Myanmar earthquake.<br>"The analysis shows 515 buildings in Mandalay with 80% to 100% damage, +1,524 with between 20% and 80% damage. Pinpoints locations of damage for teams on the ground."</p><p><strong>Microsoft AI for Good - Building damage visualizer</strong> [<a href="https://satelliteimagerydemostg.z5.web.core.windows.net/damage-assessment/mandalay_earthquake_3_29_2025.html">link</a>]</p><div><hr></div><p><strong>Production of the national Italian land cover and land use map</strong> [<a href="https://land.copernicus.eu/en/use-cases/production-of-the-national-italian-land-cover-and-land-use-map/production-of-the-national-italian-land-cover-and-land-use-map">link</a>]<br>Italy&#8217;s national LCLU map shows how Copernicus data can power country-specific solutions - offering a model for land monitoring across Europe.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!10Z1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!10Z1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif 424w, https://substackcdn.com/image/fetch/$s_!10Z1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif 848w, https://substackcdn.com/image/fetch/$s_!10Z1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif 1272w, https://substackcdn.com/image/fetch/$s_!10Z1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!10Z1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif" width="800" height="800" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:800,&quot;width&quot;:800,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:564167,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/gif&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/160177678?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!10Z1!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif 424w, https://substackcdn.com/image/fetch/$s_!10Z1!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif 848w, https://substackcdn.com/image/fetch/$s_!10Z1!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif 1272w, https://substackcdn.com/image/fetch/$s_!10Z1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3843cef-b109-45c4-9881-39988c6bd1f7_800x800.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>UX Mobility: Multi-User Walkability Route Planner</strong> [<a href="https://transformtransport.org/research/inclusive-mobility/ux-mobility-multi-user-walkability-route-planner/">link</a>]<br>"Recognizing the diversity of urban characteristics, street design, possible routes and user types, the research focuses on assessing the level of walkability in the city of Milan (Italy) according to the unique experiences and needs of different users. The aim is to provide valuable information for urban planners and policy makers, and to promote the analysis of more inclusive and adaptive urban environments that improve the quality of life for multiple urban users."</p><div><hr></div><h2>Podcasts</h2><iframe class="spotify-wrap podcast" data-attrs="{&quot;image&quot;:&quot;https://i.scdn.co/image/ab6765630000ba8a6657df2f1e5d082ac0eba29e&quot;,&quot;title&quot;:&quot;Mitigating Methane Emissions at CarbonMapper with Dr. Dan Cusworth&quot;,&quot;subtitle&quot;:&quot;LumenUs Scientific&quot;,&quot;description&quot;:&quot;Episode&quot;,&quot;url&quot;:&quot;https://open.spotify.com/episode/3zx95m37n9It2cJ8nr1zjW&quot;,&quot;belowTheFold&quot;:true,&quot;noScroll&quot;:false}" src="https://open.spotify.com/embed/episode/3zx95m37n9It2cJ8nr1zjW" frameborder="0" gesture="media" allowfullscreen="true" allow="encrypted-media" loading="lazy" data-component-name="Spotify2ToDOM"></iframe><p><strong>Mitigating Methane Emissions at CarbonMapper with Dr. Dan Cusworth</strong> [<a href="https://open.spotify.com/episode/3zx95m37n9It2cJ8nr1zjW?si=45006c67e30342f3&amp;nd=1&amp;dlsi=c313afd3358c4dcb">link</a>]<br>"New <a href="https://open.spotify.com/show/3YH18LeFkhuWgScbN0VBbv">Carbon Sense</a> podcast episode from LumenUs Scientific! Dr. Daniel Cusworth and Dr. Sean Crowell dive into how Carbon Mapper uses remote sensing to detect, quantify and pinpoint methane super-emitters &#8212; and why public data is key to mitigation action."</p><div><hr></div><h2>LinkedIn Highlights</h2><p><strong>"The map isn't the thing. The data is the thing."</strong> [<a href="https://www.linkedin.com/posts/jedsundwall_making-spatial-data-accessible-for-everyone-activity-7313212956375166976-kyPs/">link</a>]</p><div><hr></div><p><strong>Deepfake from Above: When Satellites Start Spreading Lies</strong> [<a href="https://www.linkedin.com/pulse/deepfake-from-above-when-satellites-start-spreading-lies-carrillo-igmoc/">link</a>]</p><div><hr></div><h2>Upcoming Events</h2><p><strong>EarthCODE Workshop at FOSS4G 2025 14th/15th of July 2025</strong> [<a href="https://earthcode.esa.int/blog/foss4g-workshop-july2025">link</a>]<br>"EarthCODE is set to take the stage at FOSS4G 2025 with an interactive workshop!"</p><p><strong>FOSS4G Workshop Schedule</strong> [<a href="https://2025.europe.foss4g.org/schedule/workshops/">link</a>]</p><div><hr></div><p><strong>CDSE Webinar: Advanced Use of Copernicus Browser</strong> [<a href="https://events.teams.microsoft.com/event/7109b457-a190-48ba-8dc9-f6f4f328b252@3382126a-a367-4d61-a0b7-fba907d8fe5c">link</a>]<br>"This webinar will introduce you to advanced visualization and data analysis in Copernicus Browser."</p><p><em>8 April 2025<br>14:00 CEST (12:00 UTC)</em></p><div><hr></div><p><strong>New PACE *Terrestrial* Data Users&#8217; Group</strong> [<a href="https://pace.oceansciences.org/events_more.htm?id=74">link</a>]<br>"We are excited to announce the formation of the PACE Land data Users' Group! NASA's PACE satellite now provides novel hyperspectral and polarimetric data products that have exciting potential for the terrestrial remote sensing community. This group provides a forum to build community around, and capacity for, terrestrial science and applications with PACE data. Anyone currently using - or interested in - PACE's land data products is encouraged to join our kickoff meeting to learn more!"</p><p><em>Tuesday April 15th, 2pm-3pm (Eastern US, UTC-4:00)</em></p><div><hr></div><h2>Open Roles</h2><ul><li><p><strong>Job Openings at Hydrosat [US-Remote, Luxembourg-On-site]</strong> [<a href="https://apply.workable.com/hydrosat/">link</a>]</p></li><li><p><strong>AI Product Manager at Maxar [US-Remote]</strong> [<a href="https://maxar.wd1.myworkdayjobs.com/en-US/Maxar/job/AI-Product-Manager_R22121">link</a>]</p></li><li><p><strong>Senior Project Manager &amp; Account Manager (Geospatial) at Sparkgeo [Remote]</strong> [<a href="https://www.linkedin.com/jobs/view/4193279555/?refId=rYDcuIPhSAuW1%2BjZrs2fpg%3D%3D&amp;trackingId=rYDcuIPhSAuW1%2BjZrs2fpg%3D%3D">link</a>]</p></li><li><p><strong>Geospatial Developer at Global Maritime [UK (Newcastle / Aberdeen / Glasgow / London)]</strong> [<a href="https://candidate.hr-manager.net/ApplicationInit.aspx?cid=1066&amp;ProjectId=145138&amp;DepartmentId=18959&amp;MediaId=5&amp;SkipAdvertisement=False">link</a>]</p></li></ul><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-115?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-115?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-115?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #114]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-114</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-114</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Sat, 29 Mar 2025 18:59:30 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 News</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!1Mn3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!1Mn3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg 424w, https://substackcdn.com/image/fetch/$s_!1Mn3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg 848w, https://substackcdn.com/image/fetch/$s_!1Mn3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!1Mn3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!1Mn3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alt text provided for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alt text provided for this image" title="No alt text provided for this image" srcset="https://substackcdn.com/image/fetch/$s_!1Mn3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg 424w, https://substackcdn.com/image/fetch/$s_!1Mn3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg 848w, https://substackcdn.com/image/fetch/$s_!1Mn3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!1Mn3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0467b882-349e-4f1d-84ac-5d377abc4785_2048x1152.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Planet Labs PBC Releases Images From Pelican-2</strong> [<a href="https://investors.planet.com/news/news-details/2025/Planet-Labs-PBC-Releases-Images-From-Pelican-2/default.aspx">link</a>]<br>"Planet released first light images from its Pelican-2 satellite of the Port of Laem Chabang in Eastern Thailand, the primary deep sea port in Thailand. They were taken on March 12, 2025, from an altitude of around 506 km. Pelican-2 launched on SpaceX&#8217;s Transporter-12 Rideshare mission on January 14, 2025."</p><div><hr></div><p><strong>Planet Labs Signs Contract with ESA  to Support Greek National Space Services</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/03/24/planet-labs-signs-contract-with-esa-to-support-greek-national-space-services/">link</a>]<br>"Planet Labs signed a contract with the European Space Agency (ESA) on behalf of the Hellenic Ministry of Digital Governance to support the Greek National SmallSat Program, Planet announced on March 24."</p><div><hr></div><p><strong>Iceye Provides SAR Satellite Data to NATO Situation Center</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/03/28/iceye-provides-sar-satellite-data-to-nato-situation-center/">link</a>]<br>"Iceye announced it will provide satellite data to the Situation Center at NATO HQ (SITCEN). The collaboration will give SITCEN access to Iceye&#8217;s capabilities, which Iceye said will enhance its ability to deliver data-driven assessments to decision-makers."</p><div><hr></div><p><strong>OroraTech to Integrate Thermal Data to NVIDIA Earth-2 Digital Twin Platform for Extreme Weather Event Prediction</strong> [<a href="https://ororatech.com/resources/news-blog/ororatech-to-integrate-thermal-data-to-nvidia-earth-2-digital-twin-platform-for-extreme-weather-event-prediction">link</a>]<br>"OroraTech is adopting NVIDIA Earth-2 digital twin platform, providing real-time thermal data to enhance extreme weather and climate event predictions."</p><div><hr></div><p><strong>Synspective Signs Rideshare Launch Contract with SpaceX for Launch of StriX Satellites</strong> [<a href="https://synspective.com/press-release/2025/spacex_rideshare_contract/">link</a>]<br>"Synspective Inc., a provider of Synthetic Aperture Radar (SAR) satellite data and analytics solutions, announced that it has signed a contract with SpaceX for the launch of two Synspective StriX satellites on a rideshare mission target for 2027.<br>Synspective plans an ambitious 30 SAR satellite constellation deployment by the late 2020s to remain at the forefront of the satellite imaging industry."</p><div><hr></div><p><strong>Planet Expands Strategic Partnership with SynMax, Offering Customers AI-Enhanced Vessel Identification, Classification, and Smart Surveillance Capabilities</strong> [<a href="https://www.businesswire.com/news/home/20240320202553/en/Planet-Expands-Strategic-Partnership-with-SynMax-Offering-Customers-AI-Enhanced-Vessel-Identification-Classification-and-Smart-Surveillance-Capabilities">link</a>]<br>"Planet announced that they have expanded into a new strategic partnership agreement with SynMax, a Houston-based satellite analytics and intelligence company. This marks an evolution in Planet&#8217;s previously announced partnership with SynMax, providing data for energy industry intelligence and dark/spoofing vessel tracking."</p><div><hr></div><p><strong>Carbon Mapper Selected for California Satellite Data Purchase Program</strong> [<a href="https://www.prnewswire.com/news-releases/carbon-mapper-selected-for-california-satellite-data-purchase-program-302408116.html">link</a>]<br>"The non-profit organization Carbon Mapper and its partner Planet Labs PBC announced that they will be working with the State of California through the Satellite Data Purchase Program, helping the State leverage remote sensing technology to reduce methane emissions and tackle climate change.</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>Solving NASA's Cloud Data Dilemma: How Icechunk Revolutionizes Earth Data Access</strong> [<a href="https://earthmover.io/blog/nasa-icechunk">link</a>]<br>"NASA has been migrating over 100 petabytes of data from on prem systems to the cloud for the last several years and is now able to focus on measures of efficiency that were not possible before. Earthmover and Development Seed worked with NASA to pilot Earthmover&#8217;s open-source Icechunk tensor storage engine to optimize cloud-native data access for level 3 datasets on top of existing archival files without a costly and complex data migration. When applied to the popular GPM IMERG precipitation dataset, this technology enabled a 100x speedup for extracting time series data compared to existing approaches for the same task, while also simplifying the end-user experience."</p><div><hr></div><p><strong>OGC looks to adopt openEO as Community Standard; Seeking Public Comment before moving to vote</strong> [<a href="https://www.ogc.org/requests/ogc-looks-to-adopt-openeo-as-community-standard-seeking-public-comment-before-moving-to-vote/">link</a>]<br>"OGC seeks public comment on adopting openEO API &amp; Processes as Community Standards to unify cloud-based Earth observation data processing. Comments due April 21, 2025."</p><div><hr></div><p><strong>Meta&#8217;s Adoption of Overture Maps: A Case Study</strong> [<a href="https://overturemaps.org/case-study/2025/metas-adoption-of-overture-maps-a-case-study/">link</a>]<br>"Meta, one of the founding members of Overture Maps Foundation, has successfully transitioned its suite of global basemaps used across apps such as Facebook and Instagram to Overture&#8217;s base data layers, demonstrating the power and potential of open, interoperable map data. This case study explores the background, benefits, and future implications of this significant shift."</p><div><hr></div><p><strong>IBM Research just released TerraTorch v1.0</strong> [<a href="https://www.linkedin.com/posts/blumenstiel_after-six-months-of-work-ibm-research-just-activity-7311708729056346112-A2KW">link</a>]<br>"After six months of work, IBM Research just released TerraTorch v1.0 &#8211; a PyTorch Lightning-based framework designed to simplify fine-tuning and benchmarking of Geospatial Foundation Models."</p><p><strong>Techical Report: TerraTorch: The Geospatial Foundation Models Toolkit</strong> [<a href="https://arxiv.org/abs/2503.20563">link</a>]<br><strong>TerraTorch on Github</strong> [<a href="https://github.com/IBM/terratorch">link</a>]</p><div><hr></div><p><strong>source-coop: Unofficial Python SDK and CLI for Source Coop</strong> [<a href="https://www.linkedin.com/posts/samapriya_opendata-project-accessible-activity-7308905023961251840-OxNt/">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kM6L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kM6L!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg 424w, https://substackcdn.com/image/fetch/$s_!kM6L!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg 848w, https://substackcdn.com/image/fetch/$s_!kM6L!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!kM6L!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kM6L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg" width="1456" height="1598" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1598,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;IRIDE first image over Rome&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="IRIDE first image over Rome" title="IRIDE first image over Rome" srcset="https://substackcdn.com/image/fetch/$s_!kM6L!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg 424w, https://substackcdn.com/image/fetch/$s_!kM6L!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg 848w, https://substackcdn.com/image/fetch/$s_!kM6L!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!kM6L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8bdb179-0fb5-4ec6-8e0d-2baf7110160f_1920x2107.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"IRIDE first image over Rome"</figcaption></figure></div><p><strong>IRIDE first image presented at ESA&#8211;ESRIN</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth/IRIDE_first_image_presented_at_ESA_ESRIN">link</a>]<br>"The first image from a new Italian Earth observation satellite mission was published this week: a high-resolution image of a strip of the Italian peninsular showing the city of Rome at a resolution of 2.66 metres. This is three times higher than the resolution currently available for systematic acquisition over Italy."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Climate</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Xdwa!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Xdwa!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif 424w, https://substackcdn.com/image/fetch/$s_!Xdwa!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif 848w, https://substackcdn.com/image/fetch/$s_!Xdwa!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif 1272w, https://substackcdn.com/image/fetch/$s_!Xdwa!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Xdwa!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif" width="958" height="911" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:911,&quot;width&quot;:958,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:13314578,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/gif&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/159688078?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Xdwa!,w_424,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif 424w, https://substackcdn.com/image/fetch/$s_!Xdwa!,w_848,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif 848w, https://substackcdn.com/image/fetch/$s_!Xdwa!,w_1272,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif 1272w, https://substackcdn.com/image/fetch/$s_!Xdwa!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebaea8b-a6f7-42b7-831e-e0caa5e9e9ff_958x911.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Sea ice area fraction and sea surface temperature in the Antarctic region, displayed on the MyOcean Viewer from February 2024 to February 2025." Credit: Copernicus Marine Service.</figcaption></figure></div><p><strong>Antarctic Sea Ice Reaches Near-Record Low in 2025</strong> [<a href="https://marine.copernicus.eu/news/antarctic-sea-ice-reaches-near-record-low-2025">link</a>]<br>"On 25 February 2025, the Antarctic sea ice reached its minimum extent for the year, covering 1.87 million km2, according to Copernicus Marine data. This marks the seventh lowest minimum extent on record, tied with 2024, which is 8% below the 1993&#8211;2010 long-term average."</p><div><hr></div><p><strong>State of the Global Climate 2024</strong> [<a href="https://wmo.int/publication-series/state-of-global-climate-2024">link</a>]<br>The World Meteorological Organization releashed the State of the Global Climate 2024 report. <br>"2024 was the warmest year in the 175-year observational record."</p><p>"<strong>Key messages</strong></p><ul><li><p>Key climate change indicators again reach record levels</p></li><li><p>Long-term warming (averaged over decades) remains below 1.5&#176;C</p></li><li><p>Sea-level rise and ocean warming irreversible for hundreds of years</p></li><li><p>Record greenhouse gas concentrations combined with El Ni&#241;o and other factors to drive 2024 record heat</p></li><li><p>Early warnings and climate services are vital to protect communities and economies"</p></li></ul><div><hr></div><h2>Interesting reads</h2><p><strong>A Powerhouse of Global Satellite Infrastructure: Norway?</strong> [<a href="https://undark.org/2025/03/19/global-satellite-infrastructure-norway/">link</a>]<br><a href="https://www.linkedin.com/in/sarahscoles/">Sarah Scoles</a> explores Norway's critical role in global satellite operations - NOAA, NASA, and USGS and other operators depend on its ground stations. The article traces this strategic importance from the 1960s to the upcoming Landsat Next missions, touching on the growing geopolitical concerns along the way.</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!yT32!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!yT32!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg 424w, https://substackcdn.com/image/fetch/$s_!yT32!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg 848w, https://substackcdn.com/image/fetch/$s_!yT32!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!yT32!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!yT32!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg" width="1456" height="788" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:788,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alt text provided for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alt text provided for this image" title="No alt text provided for this image" srcset="https://substackcdn.com/image/fetch/$s_!yT32!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg 424w, https://substackcdn.com/image/fetch/$s_!yT32!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg 848w, https://substackcdn.com/image/fetch/$s_!yT32!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!yT32!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d0be92a-8494-4d61-873b-47ad0f5e710c_2048x1109.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Image captured from Global Renewables Watch."</figcaption></figure></div><p><strong>Global Renewables Watch - a Living Atlas of the World&#8217;s Renewable Energy - is Now Live to the Public</strong> [<a href="https://www.planet.com/pulse/global-renewables-watch/">link</a>]<br>"The Global Renewables Watch, a first-of-its-kind living atlas mapping and measuring utility-scale solar and wind installations across the Earth, is now live to the public! First announced in 2022, this collaborative initiative between Planet, Microsoft, and The Nature Conservancy (TNC) was made possible by combining Planet&#8217;s satellite data, Microsoft&#8217;s advanced AI technology, and TNC&#8217;s renewable energy subject matter expertise."</p><p><strong>Related:</strong><br><strong>Here&#8217;s What the Rise of Clean Energy Looks Like From Space</strong> [<a href="https://www.nytimes.com/interactive/2025/03/20/climate/clean-energy-solar-wind-sites-space.html">link</a>]<br>Follow this piece from The New York Times that covers the Global Renewables Watch.</p><div><hr></div><h2>Podcasts</h2><p><strong>Thermal Lens: Understanding Uncertainties in Land Surface Temperature (LST)</strong> [<a href="https://share.transistor.fm/s/af144c76">link</a>]<br>"This episode of "Thermal Lens" features <a href="https://research.reading.ac.uk/meteorology/people/claire-bulgin/">Dr. Claire Bulgin</a>, a Senior Research Scientist in Earth Observation at the University of Reading.</p><p>Claire takes us into the often-overlooked world of uncertainties in land surface temperature (LST) measurements and elaborates on the differences between error and uncertainty, the roles of accuracy, precision, and bias, and the challenges of calculating and communicating uncertainties. Claire breaks down how current satellite missions address these issues, the common sources of uncertainty, and what goes into building reliable uncertainty budgets."</p><div><hr></div><p><strong>EUMETSAT's Forecasting Innovation podcast series</strong> [<a href="https://www.eumetsat.int/frontiers-science/science-innovation">link</a>]<br>"In a new podcast series &#8220;Forecasting Innovation&#8221;, EUMETSAT's Chief Scientist Paolo Ruti shares knowledge with a broader audience and foster discussion on technical innovations at EUMETSAT and its partner organisations."</p><div><hr></div><h2>LinkedIn Highlights</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!hxVU!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!hxVU!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg 424w, https://substackcdn.com/image/fetch/$s_!hxVU!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg 848w, https://substackcdn.com/image/fetch/$s_!hxVU!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!hxVU!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!hxVU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg" width="1456" height="818" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:818,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alt text provided for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alt text provided for this image" title="No alt text provided for this image" srcset="https://substackcdn.com/image/fetch/$s_!hxVU!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg 424w, https://substackcdn.com/image/fetch/$s_!hxVU!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg 848w, https://substackcdn.com/image/fetch/$s_!hxVU!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!hxVU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb36ec8a-7e21-45ea-abfc-81af8b8b743b_2048x1151.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>"As scientific institutions face defunding and political pressures, how do we ensure global data infrastructure remains resilient?"</strong> [<a href="https://www.linkedin.com/posts/radiantearth_as-scientific-institutions-face-defunding-activity-7308507858319388673-gZ0-/">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vEqs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vEqs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg 424w, https://substackcdn.com/image/fetch/$s_!vEqs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg 848w, https://substackcdn.com/image/fetch/$s_!vEqs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!vEqs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!vEqs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg" width="1456" height="912" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:912,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;chart, bar chart&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="chart, bar chart" title="chart, bar chart" srcset="https://substackcdn.com/image/fetch/$s_!vEqs!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg 424w, https://substackcdn.com/image/fetch/$s_!vEqs!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg 848w, https://substackcdn.com/image/fetch/$s_!vEqs!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!vEqs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F865d7b47-9273-440a-9f25-f2fc2457718f_1659x1039.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Source: Satellite Constellations - 2024 Survey, Trends and Economic Sustainability [<a href="https://www.newspace.im/assets/Constellations-2024_ErikKulu_IAC2024.pdf">link</a>]</figcaption></figure></div><p><strong>"It&#8217;s the least popular time to start a satellite imagery company in the last 15 years."</strong> [<a href="https://www.linkedin.com/posts/joe-morrison_its-the-least-popular-time-to-start-a-satellite-activity-7308449499490787329-R4OB/">link</a>]</p><div><hr></div><h2>Upcoming Events</h2><p><strong>Marine Data 4 Sustainable Oceans 2025</strong> [<a href="https://events.marine.copernicus.eu/marine-data-4-sustainable-oceans">link</a>]<br>"The Copernicus Marine Service is hosting a two-day online workshop dedicated to harnessing marine data for a sustainable future of our oceans. <br>The event will explore key oceanic phenomena, with a focus on sustainable ocean use across various sectors. Topics will include wind energy, oil spills, navigation routes, and others.</p><p><em>April 8th &amp; April 10th</em></p><div><hr></div><p><strong>Laser Altimetry Applications for a Changing World: Working with ICESat-2 Bathymetry Data</strong> [<a href="https://www.earthdata.nasa.gov/learn/webinars/laser-altimetry-applications-changing-world-working-icesat-2-bathymetry-data">link</a>]<br>"In this webinar, we will cover a new global ICESat-2 bathymetric data product, ATL24, including results of an ATL24 accuracy test. We will then present use cases, including training models for extracting bathymetry from multispectral imagery and identifying hazards to marine navigation. We will also demonstrate a public web application programming interface (API) for processing ICESat-2 data in the cloud."</p><p><em>Apr 09, 2025 2:00 PM ET</em></p><div><hr></div><p><strong>TerraBytes - Towards global datasets and models for Earth Observation - ICML 2025 Workshop</strong> [<a href="https://terrabytes-workshop.github.io/">link</a>]<br>TerraBytes is a workshop exploring the unique challenges of Earth Observation (EO) data in machine learning. It focuses on creating better datasets, improving learning methods, and applying them to real-world problems like disasters, land use, and climate monitoring.</p><p><em>Papers submission deadline: May 16th</em></p><div><hr></div><h2>Open Roles</h2><ul><li><p><strong>Cartography Internship at the Woodwell Climate Research Center [Falmouth, Massachusetts]</strong> [<a href="https://www.linkedin.com/feed/update/urn:li:activity:7310347126641741824/">link</a>]</p></li><li><p><strong>Several Openings at Planet</strong> [<a href="https://job-boards.greenhouse.io/planetlabs">link</a>]</p></li><li><p><strong>Senior Earth Observation Expert at Starion [Frascati, Italy]</strong> [<a href="https://www.linkedin.com/posts/andrea-cavallini-pmp-pmi-acp_senior-earth-observation-expert-starion-activity-7309957510222745605-zhWf?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAABIolWkBXpQxZF9Fd1P-T2WfrzRoKAV4s7s">link</a>]</p></li><li><p><strong>Senior Geospatial Software Engineer at Perennial</strong> [<a href="https://www.linkedin.com/posts/dschurman_were-looking-for-a-world-class-geospatial-activity-7308542499252240385-xh5h">link</a>]</p></li></ul><div><hr></div><h2>Learning</h2><p><strong>Dataviz Webinar Series - Replays &amp; PDF Presentations</strong> [<a href="https://events.marine.copernicus.eu/dataviz-webinar-series/content/replays-presentations">link</a>]<br>"Discover how to turn ocean data into compelling visual stories with the Dataviz Webinar Series, hosted by the Copernicus Marine Service and Mercator Ocean international.</p><p>Featuring three renowned keynote speakers from the data visualization community, this series focuses on bridging the gap between science and society by making complex Copernicus Marine data accessible and visually engaging."</p><div><hr></div><p><strong>WEkEO 4 Atmosphere Monitoring - Replays and Presentations</strong> [<a href="https://events.wekeo.eu/wekeo-4-atmosphere-monitoring/content/replays-presentations">link</a>]<br>"The Copernicus WEkEO Service organized a two-day workshop to increase user awareness of the atmopsheric environment, related issues and conservation techniques specific to this subject. <br>The aim of this workshop was to share applications of the Copernicus WEkEO Service products in ecosystem monitoring studies and to focus on the main challenges faced by the atmosphere . <br>The workshop covered a number of related topics, ranging from air quality, wildfires, heat waves and precipitations."</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-114?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-114?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-114?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #113]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-113</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-113</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Thu, 20 Mar 2025 14:20:07 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>LPS25 Copernicus Student Grants</strong> [<a href="https://lps25.esa.int/student-grants/">link</a>]<br>"The European Commission offers grants to students enrolled in higher education institutes and programmes in the European Union who are interested in attending the Living Planet Symposium 2025, which will be held in Vienna, Austria, on 23&#8211;27 June.</p><p>If you are an MSc, PhD or Postdoc student enrolled at a higher education institute, such as a university or college etc., in an EU member state or a participating state to the EU Copernicus programme, you are eligible for a LPS25 student grant."</p><div><hr></div><h2>"First Light" Images</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!KpJ0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!KpJ0!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png 424w, https://substackcdn.com/image/fetch/$s_!KpJ0!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png 848w, https://substackcdn.com/image/fetch/$s_!KpJ0!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png 1272w, https://substackcdn.com/image/fetch/$s_!KpJ0!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!KpJ0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png" width="948" height="758" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:758,&quot;width&quot;:948,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;First light thermal image of Tokyo at night from the SkyBee-1 satellite. Image: constellr&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="First light thermal image of Tokyo at night from the SkyBee-1 satellite. Image: constellr" title="First light thermal image of Tokyo at night from the SkyBee-1 satellite. Image: constellr" srcset="https://substackcdn.com/image/fetch/$s_!KpJ0!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png 424w, https://substackcdn.com/image/fetch/$s_!KpJ0!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png 848w, https://substackcdn.com/image/fetch/$s_!KpJ0!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png 1272w, https://substackcdn.com/image/fetch/$s_!KpJ0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2e11a858-a441-4ddc-b3cc-2f4740b02b0f_948x758.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"First light imagery of Tokyo at night." Credit: constellr</figcaption></figure></div><p><strong>Constellr releases first-light imagery of Tokyo</strong> [<a href="https://spacenews.com/constellr-releases-first-light-imagery-of-tokyo/">link</a>]<br>"German startup Constellr released first-light imagery, on March 17, from Skybee-1, the initial satellite in its thermal-imaging constellation.<br>With Skybee-1 data, Constellr created a detailed map of the heat distribution for Tokyo&#8217;s buildings, parks and waterways."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!wQoW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!wQoW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!wQoW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!wQoW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!wQoW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!wQoW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg" width="1456" height="728" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:728,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Pixxel&#8217;s Firefly Satellites Achieve Successful First Light, Beaming Down the World&#8217;s Highest-Resolution Hyperspectral Images&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Pixxel&#8217;s Firefly Satellites Achieve Successful First Light, Beaming Down the World&#8217;s Highest-Resolution Hyperspectral Images" title="Pixxel&#8217;s Firefly Satellites Achieve Successful First Light, Beaming Down the World&#8217;s Highest-Resolution Hyperspectral Images" srcset="https://substackcdn.com/image/fetch/$s_!wQoW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!wQoW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!wQoW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!wQoW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f5567e1-e7f1-448e-9c02-f2c78f684070_2160x1080.jpeg 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"River Ganga, India (Firefly 3)" Credit: Pixxel</figcaption></figure></div><p><strong>Pixxel&#8217;s Firefly Satellites Capture High-Resolution Hyperspectral Images</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/03/18/pixxels-firefly-satellites-capture-high-resolution-hyperspectral-images/">link</a>]<br>"Pixxel&#8217;s three Firefly hyperspectral satellites have successfully captured and downlinked their &#8216;first light&#8217; images, the company announced on March 18."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!XDlQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!XDlQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg 424w, https://substackcdn.com/image/fetch/$s_!XDlQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg 848w, https://substackcdn.com/image/fetch/$s_!XDlQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!XDlQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!XDlQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg" width="961" height="541" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:541,&quot;width&quot;:961,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!XDlQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg 424w, https://substackcdn.com/image/fetch/$s_!XDlQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg 848w, https://substackcdn.com/image/fetch/$s_!XDlQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!XDlQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08081ec-c0f9-48db-b108-c4dbb1803a75_961x541.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"One of BlackSky&#8217;s first images from the Gen-3 satellites, captured over the Sydney Harbor Bridge in Australia." Credit: BlackSky</figcaption></figure></div><p><strong>BlackSky Shares First Images from New Gen-3 Satellite</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/03/04/blacksky-shares-first-images-from-new-gen-3-satellite/">link</a>]<br>"BlackSky Technology shared the first images from the company&#8217;s first Gen-3 satellite which launched on Feb. 18. </p><p>BlackSky shared two very high-resolution images on Tuesday, one collected over the Sydney International Airport and the other over the Sydney Harbor Bridge in Australia. The company said these images were collected just five days after the launch."</p><div><hr></div><h2>Level-2 News</h2><p><strong>OroraTech is launching a constellation of eight satellites next week</strong> [<a href="https://www.linkedin.com/posts/ororatech_wildfire-wildfiretechnology-earthobservation-activity-7308032414654652416-HKlF">link</a>]<br>"OroraTech Constellation Phase 1 will be riding aboard Rocket Lab&#8217;s Electron rocket from their Launch Complex 1 in New Zealand. The satellites are currently there receiving final integration testing, for launch on Wednesday evening (Central European Time)."</p><p><strong>Mission Name:</strong> <em>"Finding Hot Wildfires Near You" </em>[<a href="https://www.rocketlabusa.com/missions/next-mission/">link</a>]</p><div><hr></div><p><strong>OroraTech announced a partnership with Google's AI Collaborative: Wildfires initiative</strong> [<a href="https://www.linkedin.com/posts/ororatech_googleorg-googles-philanthropy-activity-7307690873482285057-VAiu/">link</a>]<br>"OroraTech announced their partnership with Google on their AI Collaborative: Wildfires team initiative to address the wildfire crisis. The partnership represents a focus for organizations across the world on wildfire, unifying our efforts into a common goal to reduce the economic, social, and environmental toll of catastrophic wildfires.<br>The AI Collaborative: Wildfires is a strategic initiative catalyzed by Google.org that brings together leading nonprofits, academic institutions, government agencies, and companies around the joint goal of harnessing AI&#8217;s potential to transform the world&#8217;s relationship with fire. "</p><div><hr></div><p><strong>Wyvern and NUVIEW announced a strategic partnership</strong> [<a href="https://www.linkedin.com/posts/wyvern-space_hyperspectral-lidar-geospatialdata-activity-7303429277667008513-Y2dm/">link</a>]<br>"Wyvern and NUVIEW announced a strategic collaboration that brings Wyvern&#8217;s high-resolution hyperspectral satellite imagery to NUVIEW&#8217;s LiDAR suite and Earth observation marketplace."</p><div><hr></div><p><strong>Planet Labs Uses Anthropic&#8217;s Claude AI Model for Geospatial Satellite Imagery</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/03/06/planet-labs-uses-anthropics-claude-ai-model-for-geospatial-satellite-imagery/">link</a>]<br>"Planet Labs will work with Anthropic to utilize the company&#8217;s large language model Claude for analyzing Earth observation data, Planet announced on March 6. "</p><div><hr></div><p><strong>Esper Satellites Raises $3.1M Seed Round</strong> [<a href="https://payloadspace.com/esper-satellites-raises-3-1m-seed-round/">link</a>]<br>"Esper Satellites, which is building hyperspectral imaging sats to detect mineral deposits on Earth, closed a $5M AUD ($3.1M) seed round to expand its operations on the ground and in orbit."</p><div><hr></div><p><strong>Rocket Lab launches Japanese SAR satellite</strong> [<a href="https://spacenews.com/rocket-lab-launches-japanese-sar-satellite/">link</a>]<br>"Rocket Lab launched a synthetic aperture radar (SAR) imaging satellite for a Japanese company March 14, the first of eight such missions Rocket Lab has under contract with that customer."</p><div><hr></div><p><strong>Spire Global and Nvidia Collaborate on AI Weather Models</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/03/19/spire-global-and-nvidia-collaborate-on-ai-weather-models/">link</a>]<br>"Spire Global introduced two AI weather models: AI-WX and AI-S2S, developed on the Nvidia Omniverse Blueprint for Earth-2 platform, Spire announced on March 18."</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>New Model Release: Prithvi EO 2.0 &#8211; Burn Scars</strong> [<a href="https://huggingface.co/ibm-nasa-geospatial/Prithvi-EO-2.0-300M-BurnScars">link</a>]<br>"The pretrained Prithvi-EO-2.0-300M model is fine-tuned to segment the extent of burned areas on HLS images from the HLS Burn Scars dataset."</p><p><strong>Prithvi-EO-2.0 BurnScars Demo</strong> [<a href="https://huggingface.co/spaces/ibm-nasa-geospatial/Prithvi-EO-2.0-BurnScars-demo">link</a>]<br><strong>Colab notebook example</strong> [<a href="https://colab.research.google.com/github/blumenstiel/TerraTorch-Examples/blob/main/prithvi_v2_eo_300_tl_unet_burnscars.ipynb">link</a>]<br><strong>LinkedIn Post</strong> [<a href="https://www.linkedin.com/posts/blumenstiel_ai-earthobservation-wildfiredetection-activity-7301270212899684352-gJ4V/">link</a>]</p><div><hr></div><p><strong>Satellogic's Open Satellite Feed</strong> [<a href="https://tech.marksblogg.com/satellogic-open-data-feed.html">link</a>]<br>Follow this post by <a href="https://www.linkedin.com/in/marklitwintschik/">Mark Litwintschik</a>, as he examines Satellogic's constellation and their open data feed - 10 TB of satellite imagery on S3 from 127 countries around the world.</p><p><strong>Related: Wyvern's Open Satellite Feed</strong> [<a href="https://tech.marksblogg.com/wyvern-open-data-feed.html">link</a>]<br>"Wyvern launched an open data programme for their VNIR, 23 to 31-band hyperspectral satellite imagery.<br>In this post, <a href="https://www.linkedin.com/in/marklitwintschik/">Mark Litwintschik</a> examines Wyvern's open data feed."</p><div><hr></div><p><strong>Font-GIS</strong> [<a href="https://github.com/Viglino/font-gis">link</a>]<br>Icon font and SVG for use with GIS and spatial analysis tools</p><div><hr></div><p><strong>Upwelling phenomenon in North-West Africa - Africa continent</strong> [<a href="https://marine.copernicus.eu/services/user-learning-services/upwelling-phenomenon-north-west-africa">link</a>]<br>"Daria, Scientific Engineer at NOVELTIS, shares codes to explore the upwelling phenomena in North-West Africa. This practical exercice was updated in 2025 and presented during the EU Ocean Data Webinar: Ocean-driven solutions for a sustainable economy and resilient communities."</p><div><hr></div><h2>Data</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!aV8s!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!aV8s!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg 424w, https://substackcdn.com/image/fetch/$s_!aV8s!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg 848w, https://substackcdn.com/image/fetch/$s_!aV8s!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!aV8s!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!aV8s!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg" width="1379" height="776" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:776,&quot;width&quot;:1379,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!aV8s!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg 424w, https://substackcdn.com/image/fetch/$s_!aV8s!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg 848w, https://substackcdn.com/image/fetch/$s_!aV8s!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!aV8s!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F383cd17f-63de-4109-b5f1-21faded4f44c_1379x776.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"EarthCARE data show Cyclone Rae" Credit: ESA</figcaption></figure></div><p><strong>Level-2 data boost EarthCARE's profiling power</strong> [<a href="https://earth.esa.int/eogateway/news/level-2-data-boost-earthcare-s-profiling-power">link</a>]<br>"EarthCARE&#8217;s Level-2 data products are now fully available, offering users more precise and detailed atmospheric profiling data.<br>Launched on 28 May 2024, ESA&#8217;s Earth Cloud, Aerosol, and Radiation Explorer (EarthCARE) mission is the largest and most complex Earth Explorer to date. With its four instruments &#8212; a Cloud Profiling Radar (CPR), an Atmospheric UV Lidar (ATLID), a Broadband Radiometer (BBR), and a Multispectral Imager (MSI) &#8212; EarthCARE makes a variety of measurements that, when taken together, provide unique insights into the complex interactions between clouds, aerosols and radiation.</p><p>Two types of products have been released: Level-2a single-sensor products derived from individual instruments on EarthCARE; and Level-2b combined products derived from two EarthCARE instruments. By combining measurements from instruments like radar and lidar, for example, the Level-2b products offer greater accuracy and detail than single-instrument outputs. This release features combined products from CPR &amp; ATLID, ATLID &amp; MSI, and MSI &amp; BBR, with additional combinations planned for the future." [<a href="https://www.linkedin.com/posts/markrdrinkwater_esa-earthcare-esa-activity-7307695612085325824-AqcK/">link</a>]</p><div><hr></div><p><strong>Seabed 2030: Open Access Global bathymetry data</strong> [<a href="https://www.gebco.net/data_and_products/gridded_bathymetry_data/#global">link</a>]<br>"The Nippon Foundation and GEBCO formed Seabed 2030 as an ambitious call to action for humanity to mobilise and accelerate efforts to produce a definitive map of our ocean by 2030 and make it available to all. <br>You can download some of the GEBCO Gridded Data in netCDF, Esri ASCII raster and data GeoTiff formats. GEBCO releases a new global grid every year generally in June." [<a href="https://www.linkedin.com/posts/paulhcleverley_bathymetry-ocean-data-activity-7307129662088892416-SbY8">link</a>]</p><div><hr></div><p><strong>NOAA Global Forecast System (GFS) netCDF Formatted Data</strong> [<a href="https://registry.opendata.aws/noaa-oar-arl-nacc-pds/">link</a>]<br>"NOAA's widely used Global Forecast System (GFS) data is now available in hourly netCDF format on AWS." [<a href="https://www.linkedin.com/posts/patrick-campbell-phd-ccm_noaa-global-forecast-system-gfs-netcdf-activity-7303117925060669441-LzGp/">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vdfQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vdfQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png 424w, https://substackcdn.com/image/fetch/$s_!vdfQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png 848w, https://substackcdn.com/image/fetch/$s_!vdfQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png 1272w, https://substackcdn.com/image/fetch/$s_!vdfQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!vdfQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png" width="1088" height="1203" 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srcset="https://substackcdn.com/image/fetch/$s_!vdfQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png 424w, https://substackcdn.com/image/fetch/$s_!vdfQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png 848w, https://substackcdn.com/image/fetch/$s_!vdfQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png 1272w, https://substackcdn.com/image/fetch/$s_!vdfQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F471af451-96ec-4891-bded-929a528ddeb0_1088x1203.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>A visual catalog browser for the GEE community catalog</strong> [<a href="https://gee-community-catalog.org/browse">link</a>]<br>"A seamless way to explore datasets with powerful features like:</p><ul><li><p>Thematic &amp; Keyword Filtering : Find exactly what you need</p></li><li><p>Smart Search : Includes session-based search history</p></li><li><p>Grid &amp; List Views : Browse the way that suits you</p></li><li><p>Sort &amp; Randomize : Organize datasets effortlessly</p></li><li><p>One-Click Access : Jump to docs &amp; example code in Earth Engine"</p></li></ul><p>For more, check out Samapriya Roy's <a href="https://www.linkedin.com/posts/samapriya_launched-catalog-gee-activity-7305240595688538112-Ganj/">post on LinkedIn</a>.</p><div><hr></div><p><strong>Find Landsat and Sentinel-2 Imagery by Area of Interest in Worldview</strong> [<a href="https://www.earthdata.nasa.gov/learn/tutorials/find-landsat-sentinel-2-imagery-area-interest-worldview">link</a>]<br>"A new NASA Worldview tutorial shows you how to find NASA Harmonized Landsat and Sentinel-2 (HLS) project data imagery by area-of-interest." [<a href="https://www.linkedin.com/posts/jennifer-brennan-92673812_nasaworldview-landsat-sentinel2-activity-7301242217996648450-4y3l/">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!sLyx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!sLyx!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!sLyx!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!sLyx!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!sLyx!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!sLyx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg" width="1456" height="1139" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1139,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2747964,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/159289667?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!sLyx!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!sLyx!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!sLyx!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!sLyx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F01050dd1-2423-4410-a432-3ba51efc4f6c_4755x3720.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Earth from Space: Halong Bay, Vietnam</strong> [<a href="https://www.esa.int/Applications/Observing_the_Earth">link</a>]<br>"This Copernicus Sentinel-2 image showcases striking rocky formations amid the blue waters of Halong Bay in northeast Vietnam."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><p><strong>NASA Analysis Shows Unexpected Amount of Sea Level Rise in 2024</strong> [<a href="https://www.jpl.nasa.gov/news/nasa-analysis-shows-unexpected-amount-of-sea-level-rise-in-2024/">link</a>]<br>"Global sea level rose faster than expected in 2024, mostly because of ocean water expanding as it warms, or thermal expansion. According to a NASA-led analysis, last year&#8217;s rate of rise was 0.23 inches (0.59 centimeters) per year, compared to the expected rate of 0.17 inches (0.43 centimeters) per year."</p><div><hr></div><p><strong>Next-Generation Water Satellite Maps Seafloor From Space</strong> [<a href="https://www.jpl.nasa.gov/news/next-generation-water-satellite-maps-seafloor-from-space/">link</a>]<br>"There are better maps of the Moon&#8217;s surface than of the bottom of Earth&#8217;s ocean. Researchers have been working for decades to change that. As part of the ongoing effort, a NASA-supported team recently published one of the most detailed maps yet of the ocean floor, using data from the SWOT (Surface Water and Ocean Topography) satellite, a collaboration between NASA and the French space agency CNES (Centre National d&#8217;&#201;tudes Spatiales)."</p><div><hr></div><h2>LinkedIn Highlights</h2><p><strong>"Cool Maps Get You Noticed. Boring Maps Get You Paid."</strong> [<a href="https://www.linkedin.com/posts/mina-nada_gis-geospatial-cartography-activity-7307426735103361026-kBga/">link</a>]<br>Check <a href="https://www.linkedin.com/in/mina-nada/">Mina Nada</a>'s take on the difference between maps that impress and maps that get results (and contracts).</p><div><hr></div><p></p><h2>Upcoming Events</h2><p><strong>A New Framework for Data Processing</strong> [<a href="https://us02web.zoom.us/webinar/register/WN_MzGnEYQKSc6zGYOchzCznQ#/registration">link</a>]<br>"The European Space Agency - ESA is introducing the Earth Observation Processing Framework (EOPF) Zarr format, a cloud-ready solution built for seamless interoperability.<br>This session will provide a comprehensive overview of the EOPF Sentinel Zarr Samples, highlighting their capabilities and applications.<br>Through a live tutorial using Jupyter notebooks, you'll gain hands-on insights into working with this new format."</p><p><em>27 March at 11 AM CET</em></p><div><hr></div><p><strong>Copernicus Marine Essentials</strong> [<a href="https://events.marine.copernicus.eu/copernicus-marine-essentials">link</a>]<br>"The Copernicus Marine Service is hosting a 3-part webinar series for beginners, designed to engage marine communities worldwide. This series is perfect for first-time users looking to explore, access, and use ocean data with confidence. By the end, you'll have a clear understanding of all available Copernicus Marine resources and how to apply them to your work."</p><p><em>Sessions: 1st, 15th and 29th of April 2025</em></p><div><hr></div><h2>Open Roles</h2><ul><li><p><strong>Performance Senior Scientist for ESA TRUTHS Mission at the National Physical Laboratory (Teddington, UK)</strong> [<a href="https://www.linkedin.com/posts/sam-hunt-eo_hiring-spacecareers-earthobservation-activity-7303105121767309313-iUWj/">link</a>]</p></li><li><p><strong>Research Sciences Resident (AI for Good) Intern at the AI for Good Research Lab</strong> <strong>(Nairobi, Kenya)</strong> [<a href="https://www.linkedin.com/posts/jlavista_search-jobs-microsoft-careers-activity-7303501127436619776-PWlc/">link</a>]</p></li><li><p><strong>Several AI/ML Open Roles at Sust Global</strong> <strong>(US/UK)</strong> [<a href="https://www.linkedin.com/posts/gopalerinjippurath_hiring-geospatialai-aiengineer-activity-7303493326677192705-j-Fw/">link</a>]</p><div><hr></div></li></ul><h2>Learning</h2><p><strong>ARSET - Fundamentals of Remote Sensing</strong> [<a href="https://appliedsciences.nasa.gov/get-involved/training/english/arset-fundamentals-remote-sensing?utm_source=announcement&amp;utm_medium=QR&amp;utm_campaign=FundamentalsOfRemoteSensing">link</a>]<br>"In this self-paced course, you&#8217;ll learn the underlying science behind how remote sensing works and the basic functional characteristics of satellites and sensors. You will explore the kinds of satellite remote sensing data that are available, advantages and disadvantages of remote sensing, and some basic tools to visualize data. <br>By the end of the course, you&#8217;ll be equipped to begin your journey using NASA&#8217;s no-cost, open-access remote sensing data and resources. <br>Earn a certificate upon successful completion of the course."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Yvn1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Yvn1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Yvn1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Yvn1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Yvn1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Yvn1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg" width="1280" height="720" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1280,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alt text provided for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alt text provided for this image" title="No alt text provided for this image" srcset="https://substackcdn.com/image/fetch/$s_!Yvn1!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Yvn1!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Yvn1!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Yvn1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc91efb62-ba2a-4c86-a08d-dd8382cd1ce8_1280x720.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Tutorial series on the GeoAI Python package, by <a href="https://www.linkedin.com/in/giswqs/">Qiusheng Wu</a></strong> [<a href="https://www.linkedin.com/posts/giswqs_geoai-geospatial-ai-activity-7302362643674107904-rj1A/">link</a>]</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-113?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! This post is public so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-113?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-113?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div>]]></content:encoded></item><item><title><![CDATA[Spectral Reflectance Newsletter #112]]></title><description><![CDATA[Weekly newsletter on Earth Observation]]></description><link>https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-112</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-112</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Sat, 01 Mar 2025 09:08:37 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Level-2 New</h2><p><strong>Sentinel-2A: Extended Campaign Starting March 13, 2025</strong> [<a href="https://sentinels.copernicus.eu/web/sentinel/-/sentinel-2a-extended-campaign-starting-march-13-2025">link</a>]<br>"The Sentinel-2A extended campaign will begin on March 13, 2025, for a period of one year. <br>This exceptional campaign will temporarily complement the nominal constellation operations with Sentinel-2B and Sentinel-2C, enhancing the capabilities of the Sentinel-2 Mission, providing greater benefits to both operational and scientific user communities."</p><div><hr></div><p><strong>ECMWF&#8217;s AI forecasts become operational</strong> [<a href="https://www.ecmwf.int/en/about/media-centre/news/2025/ecmwfs-ai-forecasts-become-operational">link</a>]<br>"ECMWF has taken the Artificial Intelligence Forecasting System (AIFS) into operations on 25 February 2025, to run side by side with its traditional physics-based Integrated Forecasting System (IFS) to advance numerical weather prediction.</p><p>The AIFS outperforms state-of-the-art physics-based models for many measures, including tropical cyclone tracks, with gains of up to 20%.</p><p>This high-accuracy model complements the portfolio of our physics-based models by leveraging the opportunities made available by machine learning (ML) and artificial intelligence (AI). These include increased speed and a reduction of approximately 1,000 times in energy use for making a forecast.</p><p>The AIFS is the first fully operational weather prediction open model using machine learning with the widest range of parameters. It includes vital fields for users, such as wind and temperature, and details on precipitation types from snow to rain. The AIFS has a grid spacing of currently 28 km."</p><p><strong>Related:<br>Weather forecasting takes big step forward with Europe&#8217;s new AI system</strong> [<a href="https://www.ft.com/content/5642ef4d-5f42-4987-9034-92a4500b807c?accessToken=zwAGLvLhcB-okc9WQu9NX0JJh9OQNJKkUAuAfA.MEQCIE3mfc0RHTZN92Y7-yDqsLGSVVosuH0o-92nzA9MoDiZAiBl7Sv1Ca18AOuJfWTzCZvc9uPZUPO_gjIuASM838NKYA">link</a>]</p><div><hr></div><p><strong>DIU Awards BlackSky Tactical GEOINT Contract For Gen-3 Satellite</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/02/26/diu-awards-blacksky-tactical-geoint-contract-for-gen-3-satellite/">link</a>]<br>"BlackSky Technology on Tuesday said that it won a &#8220;multimillion dollar&#8221; contract from the Defense Innovation Unit (DIU) to manage and operate one of the company&#8217;s Generation-3 Earth imaging satellites for the Tactical GEOINT (TACGEO) program."</p><div><hr></div><p><strong>Bayer Expands its License Agreement With Planet for Agricultural Data</strong> [<a href="https://www.satellitetoday.com/imagery-and-sensing/2025/02/25/bayer-expands-its-license-agreement-with-planet-for-agricultural-data/">link</a>]<br>"Bayer has expanded its work with Planet in a multi-year enterprise license agreement for greater access to Planet&#8217;s satellite imagery for its agriculture products. Planet announced the deal on Feb. 25, financial terms were not disclosed.</p><p>Bayer has been a longtime customer of Planet. The expanded enterprise agreement will provide better access to Planet&#8217;s data and allow Bayer teams to integrate satellite insights into their workflows. It includes access to PlanetScope, Tasking, Fusion, Basemaps, and Planetary Variables."</p><div><hr></div><h2>Developer's Orbit</h2><p><strong>Release of the new CDSE STAC catalogue</strong> [<a href="https://dataspace.copernicus.eu/news/2025-2-13-release-new-cdse-stac-catalogue">link</a>]<br>"A new prototype of the SpatioTemporal Asset Catalogue (STAC) of the Copernicus Data Space Ecosystem available under https://stac.dataspace.copernicus.eu/v1.</p><p>STAC promotes cloud-native access to data by providing a standardized way to catalog geospatial assets, offering several benefits that align well with cloud computing workflows. Using STAC provides a consistent way to describe geospatial assets, facilitating interoperability for discovery and access to heterogeneous datasets. It is designed to manage massive datasets, providing rich metadata that allows processing large amounts of data without needing to download all the raw assets.</p><p>Development of the new CDSE STAC was a joint effort of the CDSE consortium, European Space Agency with a large contribution from Matthias Mohr and Kamil Monicz. CDSE consortium is also grateful to the Development Seed for development and maintenance of the STAC API and pgSTAC backend."</p><div><hr></div><p><strong>Satellite-based wildfire monitoring in California using EO data on CREODIAS</strong> [<a href="https://creodias.eu/cases/satellite-based-wildfire-monitoring-in-california-using-eo-data-on-creodias/">link</a>]<br>Check out this post by CREODIAS. "The code presented is designed for the visualization of areas experiencing active wildfires. It leverages satellite imagery from the Sentinel-2 mission to accurately identify and illustrate burned regions."</p><div><hr></div><p><strong>A Discourse Forum for the awesome gee-community-catalog.org</strong> [<a href="https://www.linkedin.com/posts/samapriya_earthengine-awesome-googleearthengine-activity-7300198681612271616-ULmh/">link</a>]<br><a href="https://www.linkedin.com/in/samapriya/">Samapriya Roy</a> kicked-off a Discourse Forum for the awesome gee-community-catalog.org. <br>"This new space is designed to spark conversations, share insights, and build collective knowledge around all things Google Earth Engine, datasets, tutorials, research, blogs, and more. It's a forum designed for the community based on community feedback."</p><div><hr></div><h2>Data</h2><p><strong>Satellogic EarthView Dataset Now Openly Accessible via Registry of Open Data on AWS</strong> [<a href="https://satellogic.com/news/press-releases/satellogic-earthview-dataset-now-openly-accessible-via-registry-of-open-data-on-aws/">link</a>]<br>"Satellogic announced that the Satellogic EarthView dataset is now openly accessible on Amazon Web Services (AWS) cloud through the AWS Open Data Sponsorship Program. </p><p>The Satellogic EarthView dataset includes over 2 million regions across five continents with multiple revisits, reaching in total over 7 million images. By having access to Satellogic EarthView on AWS, researchers AWS pay only for computing services they use without having to purchase extra storage. AWS, through its Open Data Sponsorship Program, is covering the costs of the storage and transfer of the data, so that it can be accessed and analyzed in the cloud by researchers around the world."</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vzks!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vzks!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png 424w, https://substackcdn.com/image/fetch/$s_!vzks!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png 848w, https://substackcdn.com/image/fetch/$s_!vzks!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png 1272w, https://substackcdn.com/image/fetch/$s_!vzks!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!vzks!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png" width="1258" height="430" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:430,&quot;width&quot;:1258,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!vzks!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png 424w, https://substackcdn.com/image/fetch/$s_!vzks!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png 848w, https://substackcdn.com/image/fetch/$s_!vzks!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png 1272w, https://substackcdn.com/image/fetch/$s_!vzks!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff529523c-abb7-4edd-8668-ceedc4461e6f_1258x430.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"Users can integrate and compare the time series of the variable of interest &#8211; in this case: temperature &#8211; by dragging the pop-up window of one platform onto the other (left). This allows for side-by-side visualisation of the data from both sites within a single graph (right)." Credit: CMS</figcaption></figure></div><p><strong>MyOcean Pro Viewer Update: In Situ Data and Streamline Visualisation</strong> [<a href="https://marine.copernicus.eu/news/myocean-pro-viewer-update-situ-data-and-streamline-visualisation">link</a>]<br>The Copernicus Marine Service is to announced the latest update of the Copernicus Marine MyOcean Pro Viewer, released on 23 January 2025. This update introduces improved in situ data visualisation, marking a step forward in providing accessible and reliable tools for ocean monitoring.</p><div><hr></div><p><strong>Declassified Gallery</strong> [<a href="https://spacefromspace.com/declassified-satellite-images">link</a>]<br>"Over 350 historic declassified spy satellite images taken between 1960 and 1984 that have been georeferenced to allow for an easy browsing experience."</p><div><hr></div><p><strong>SoilSuite &#8211; Sentinel-2 &#8211; Europe, 5 year composite (2018-2022)</strong> [<a href="https://www.linkedin.com/posts/uta-heiden-73b919b4_dlr-soilsuite-soilsuite-ugcPost-7298366245697953792-260P">link</a>]<br>"The SoilSuite contains a collection of different image data products that provide information about the spectral and statistical properties of European soils and other bare surfaces such as rocks. It is created using DLR's Soil Composite Mapping Processor (ScMAP), which utilises the Sentinel-2 data archive."</p><p><strong>Method and data description</strong> [<a href="https://download.geoservice.dlr.de/SOILSUITE/files/EUROPE_5Y/000_Data_Overview/SoilSuite_Data_Description_Europe_V1.pdf">link</a>]<br><strong>Mapservice</strong> [<a href="https://geoservice.dlr.de/web/maps/eoc:soilsuite:5y:eur">link</a>]</p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kj0M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png" width="1456" height="352" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:352,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1517336,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kj0M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 424w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 848w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1272w, https://substackcdn.com/image/fetch/$s_!kj0M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8f6351c-0146-4328-b06c-751ebb7dcfe0_4874x1180.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">If you enjoy reading "Spectral Reflectance", feel free to <a href="https://buymeacoffee.com/xen0f0n">buy me a coffee</a>! &#9749;&#9749;&#9749;</figcaption></figure></div><div><hr></div><h2>Snapshots</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YSK4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YSK4!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg 424w, https://substackcdn.com/image/fetch/$s_!YSK4!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg 848w, https://substackcdn.com/image/fetch/$s_!YSK4!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!YSK4!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YSK4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg" width="1456" height="1456" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!YSK4!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg 424w, https://substackcdn.com/image/fetch/$s_!YSK4!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg 848w, https://substackcdn.com/image/fetch/$s_!YSK4!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!YSK4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80e1c388-880c-45a9-b65f-89d87e287829_1469x1469.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">"The image was acquired by the MODIS (Moderate Resolution Imaging Spectroradiometer) on NASA&#8217;s Terra satellite." Credit: NASA</figcaption></figure></div><p><strong>Whorls of White off Greenland</strong> [<a href="https://earthobservatory.nasa.gov/images/153985/whorls-of-white-off-greenland">link</a>]<br>"Greenland is an icy place year-round, but the winter months bring extra whorls of white. This satellite image, captured on February 24, 2025, shows the southern part of the island, from its snow-topped ice sheet and glaciers to the sea ice swirling along its coasts.</p><p>Seasonal snow gives the ice sheet a fresh white appearance. (Note that part of the ice sheet toward the south is covered by patchy clouds.) In contrast, melting in the summer months can expose dark-colored particles that have accumulated near the ice sheet&#8217;s perimeter, giving it a brown tinge."</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h2>Interesting reads</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5UBd!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5UBd!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png 424w, https://substackcdn.com/image/fetch/$s_!5UBd!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png 848w, https://substackcdn.com/image/fetch/$s_!5UBd!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png 1272w, https://substackcdn.com/image/fetch/$s_!5UBd!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5UBd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png" width="570" height="884" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a1a23046-b999-423b-99b1-53a99e9f3875_570x884.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:884,&quot;width&quot;:570,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:326791,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/157963029?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!5UBd!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png 424w, https://substackcdn.com/image/fetch/$s_!5UBd!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png 848w, https://substackcdn.com/image/fetch/$s_!5UBd!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png 1272w, https://substackcdn.com/image/fetch/$s_!5UBd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1a23046-b999-423b-99b1-53a99e9f3875_570x884.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Optimizing Geospatial for the Cloud</strong> [<a href="https://zines.developmentseed.org/zines/cloud-native/#zine/1/">link</a>]<br>"Development Seed launched a Zine that highlights amazing Free and Open Source cloud-native geospatial tech."</p><div><hr></div><p><strong>New Satellite Constellation Companies are in Decline: Analysis</strong> [<a href="https://payloadspace.com/new-satellite-constellation-companies-are-in-decline-analysis/">link</a>]<br>"The number of new satellite constellation businesses has sharply declined over the past decade as the space market matures and new startups struggle to find angles to differentiate. </p><p>In 2024, only seven new constellation businesses (i.e., satcom, EO, and in-orbit inspection satellites) were founded globally, according to NewSpace.</p><p>In 2015, that number was 50."</p><div><hr></div><p><strong>Monitoring fire emissions and mitigating global impacts with CAMS</strong>&#8239; [<a href="https://www.copernicus.eu/en/news/news/observer-monitoring-fire-emissions-and-mitigating-global-impacts-cams">link</a>]<br>"2024 saw South America in the grips of a wildfire crisis, with some countries and regions experiencing record-breaking emissions and severe air quality impacts, as highlighted in the annual wildfires review of the Copernicus Atmosphere Monitoring Service (CAMS). In addition to the destruction and tragic loss of life and biodiversity, wildfire smoke emissions significantly worsened air pollution in the affected regions and beyond, amplifying health risks and contributing to a rise in CO2 global emissions. &#8239; &#8239; &#8239;&#8239; </p><p>This week&#8217;s Observer explores CAMS data on the historic wildfires, their impact on air quality, and the critical role the service plays in monitoring emissions and smoke transport around the world."</p><div><hr></div><p><strong>Long-term changes to the Mekong River Delta and their impacts on the region&#8217;s food security</strong> [<a href="https://earthobservatory.sg/news/blog/long-term-changes-to-the-mekong-river-delta-and-their-impacts-the-region-s-food-security">link</a>]<br>"With a coastline stretching over 3000 kilometres and extensive aquatic resources, Vietnam is among the top 5 seafood export countries globally. The industry contributes to about 5% of the country&#8217;s Gross Domestic Product and 50% of the country&#8217;s marine fisheries are found in the Vietnamese Mekong Delta (VMD), making it a cornerstone of food supply.  </p><p>Its long coastlines and low-lying coastal regions also mean that Vietnam is among the countries most exposed to coastal hazards intensified by climate change, which implies that the nation&#8217;s bustling seafood export industry is vulnerable&#8212;but how exactly? </p><p>A recent study led by Mr. Feng Yikang, a Research Associate at the Earth Observatory of Singapore working with the Tropical Rivers Group led by EOS Principal Investigator Edward Park and the Climate Transformation Programme, uncovered that the zone where the Mekong River meets the South China Sea, typically called a river plume, has shrunk since 2000. Published in the Journal of Hydrology, the study is the first long-term monitoring of the plume in the VMD and offers insights to its evolution due to human activities. "</p><p><strong>Paper:<br>Severe decline in extent and seasonality of the Mekong plume after 2000</strong> [<a href="https://www.sciencedirect.com/science/article/abs/pii/S0022169424014227">link</a>]</p><div><hr></div><p><strong>NASA Uses New Technology to Understand California Wildfires</strong> [<a href="https://www.jpl.nasa.gov/news/nasa-uses-new-technology-to-understand-california-wildfires/">link</a>]<br>"Developed at NASA JPL, the science instrument gives researchers a more detailed picture of high-temperature surfaces, such as land scorched by wildfire, than previous infrared instruments."</p><div><hr></div><h2>Upcoming Events</h2><p><strong>C3S User engagement Workshop with the Alpine user community</strong> [<a href="https://climate.copernicus.eu/c3s-user-engagement-workshop-alpine-user-community">link</a>]<br>"The Copernicus Climate Change Service (C3S), with the support of the Alpine Convention, is organising an online workshop dedicated to the use of climate data and services in the Alpine region. The workshop will take place on Tuesday, 11th March 2025.</p><p>This half-day event is designed for scientists, policy officers, and practitioners who use or are interested in using C3S data for their work in the field of climate change."</p><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/spectral-reflectance-newsletter-112?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading Spectral Reflectance! 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