<?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: Event Takeaways]]></title><description><![CDATA[Reflections, insights, and key lessons from workshops, conferences, and gatherings I’ve attended in the Earth Observation and Remote Sensing community.]]></description><link>https://www.spectralreflectance.space/s/event-takeaways</link><image><url>https://substackcdn.com/image/fetch/$s_!mQ62!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2edd3cb7-2ffd-48ee-aac3-ed1927536d5a_1280x1280.png</url><title>Spectral Reflectance: Event Takeaways</title><link>https://www.spectralreflectance.space/s/event-takeaways</link></image><generator>Substack</generator><lastBuildDate>Thu, 07 May 2026 05:53:37 GMT</lastBuildDate><atom:link href="https://www.spectralreflectance.space/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Akis Karagiannis]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[spectralreflectance@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[spectralreflectance@substack.com]]></itunes:email><itunes:name><![CDATA[Akis Karagiannis]]></itunes:name></itunes:owner><itunes:author><![CDATA[Akis Karagiannis]]></itunes:author><googleplay:owner><![CDATA[spectralreflectance@substack.com]]></googleplay:owner><googleplay:email><![CDATA[spectralreflectance@substack.com]]></googleplay:email><googleplay:author><![CDATA[Akis Karagiannis]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Reflections from the 2025 Living Planet Symposium]]></title><description><![CDATA[It was amazing attending the Living Planet Symposium last week (23&#8211;27 June 2025) in Vienna.]]></description><link>https://www.spectralreflectance.space/p/reflections-from-the-2025-living</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/reflections-from-the-2025-living</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Sun, 29 Jun 2025 16:00:09 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!5vX0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.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/$s_!5vX0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5vX0!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg 424w, https://substackcdn.com/image/fetch/$s_!5vX0!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg 848w, https://substackcdn.com/image/fetch/$s_!5vX0!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!5vX0!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5vX0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg" width="1456" height="817" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg&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;: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/$s_!5vX0!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg 424w, https://substackcdn.com/image/fetch/$s_!5vX0!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg 848w, https://substackcdn.com/image/fetch/$s_!5vX0!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!5vX0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ee60228-fa58-4f0a-b043-85dfc804c3c0_1670x937.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" 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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>It was amazing attending the Living Planet Symposium last week (23&#8211;27 June 2025) in Vienna. It&#8217;s definitely a fantastic event to get inspired, meet people, have interesting discussions &#8212; and nerd out about space!</p><p>It&#8217;s been just three years since the previous LPS in Bonn (2022), and so much has changed in the meantime. The commercial sector had a much stronger presence this time. ESA's roadmap to ensure Copernicus data extends well into the 2040s, reflects a growing emphasis on long-term continuity. The research landscape has also pivoted: traditional methods are still around (thankfully, far fewer talks and posters using Random Forest), but there's clearly a strong shift toward deep learning and foundation models for EO, bringing in fresh talent from outside the EO bubble.</p><div><hr></div><h2>The Role of EO in a Changing World</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IkVb!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IkVb!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IkVb!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IkVb!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IkVb!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IkVb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg" width="2268" height="1432" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1432,&quot;width&quot;:2268,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1072414,&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;:false,&quot;internalRedirect&quot;:&quot;https://www.spectralreflectance.space/i/166919479?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F581168fb-c3ec-4891-8ab4-9710823771f6_2268x4032.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!IkVb!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IkVb!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IkVb!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IkVb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eff6af-3291-4608-a11a-2be56f651c3c_2268x1432.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></figure></div><blockquote><p><em>&#8220;Without access to satellite imagery, we&#8217;d be attempting to serve the world blind.&#8221;</em></p></blockquote><p>This is what Aarti Holla Maini, Director of the United Nations Office for Outer Space Affairs, said in her speech at the opening plenary session. </p><p>The world is facing challenges on many fronts: climate change, pollution, biodiversity loss, food security, not to mention geopolitical tensions. Satellites &#8212; and Earth Observation (EO) more broadly &#8212; are not just tools; they are our eyes in the sky, enabling better decisions, faster responses, and more transparent monitoring of the planet.</p><p>Or as Diana &#220;rge-Vorsatz, Vice-Chair of the IPCC, beautifully put it:</p><blockquote><p><em>&#8220;Sentinel-2 is a daily witness of our planet's beauty, fragility and change.&#8221;</em></p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!B6zh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!B6zh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg 424w, https://substackcdn.com/image/fetch/$s_!B6zh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg 848w, https://substackcdn.com/image/fetch/$s_!B6zh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!B6zh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!B6zh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg" width="1024" height="768" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:768,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:475921,&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/166919479?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!B6zh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg 424w, https://substackcdn.com/image/fetch/$s_!B6zh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg 848w, https://substackcdn.com/image/fetch/$s_!B6zh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!B6zh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75545a07-4367-4437-b2a5-9be462f62033_1024x768.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><div><hr></div><h2>The Bigger Picture</h2><h3>The &#8220;Geopolitical Situation&#8221; &amp; European Independence</h3><p>Josef Aschbacher, ESA's Director General, made it clear: Europe needs to step up its space ambitions and invest more in space programmes to catch up with the U.S. and China.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Jbna!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Jbna!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Jbna!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Jbna!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Jbna!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Jbna!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg" width="2268" height="1438" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1438,&quot;width&quot;:2268,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:830291,&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/166919479?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60cbab69-b007-4d5f-bef4-487edf7db6da_2268x4032.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Jbna!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Jbna!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Jbna!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Jbna!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5d08d51-312d-456a-81eb-1642a41d73b7_2268x1438.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>The conversation around strategic autonomy and technological sovereignty in space is becoming increasingly central. Europe has been working to strengthen its independent access to space &#8212; Ariane 6 is one part of that &#8212; but now we&#8217;re seeing a push for replacing non-European hardware with European-built components, driven by the current geopolitical climate.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!P1uO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!P1uO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg 424w, https://substackcdn.com/image/fetch/$s_!P1uO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg 848w, https://substackcdn.com/image/fetch/$s_!P1uO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!P1uO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!P1uO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg" width="2244" height="1514" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1514,&quot;width&quot;:2244,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:622580,&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/166919479?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F892d79bb-dfa8-43d4-9b42-c8fe9328e256_2268x4032.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!P1uO!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg 424w, https://substackcdn.com/image/fetch/$s_!P1uO!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg 848w, https://substackcdn.com/image/fetch/$s_!P1uO!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!P1uO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc9152abb-bfa0-4267-88e7-278357be2f8b_2244x1514.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>Meanwhile, across the Atlantic, NASA is going through budget cuts &#8212; and that&#8217;s not just affecting NASA&#8217;s own missions, but also joint missions with other agencies. This includes potential impacts on Sentinel-6C. [<a href="https://www.space.com/space-exploration/european-space-agency-reveals-3-key-european-space-missions-threatened-by-trumps-nasa-budget-cuts">link</a>].</p><p>The budget cuts were visible at LPS too. Several sessions that were supposed to feature NASA researchers ended up half-empty. One session had eight scheduled speakers; only three presented.</p><div><hr></div><h2>10 Years of Sentinel-2</h2><p>On June 23, 2025, exactly ten years to the day since Sentinel-2 was launched, a dedicated session celebrated its anniversary. We got a glimpse behind the scenes with personal stories and photos from the original teams. It was genuinely moving &#8212; the passion, the nostalgia, and the pride filled the room.</p><p>One thing everyone seemed to agree on: Sentinel-2 is the most popular and widely used European mission to date.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!BDJu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BDJu!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg 424w, https://substackcdn.com/image/fetch/$s_!BDJu!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg 848w, https://substackcdn.com/image/fetch/$s_!BDJu!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!BDJu!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BDJu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg" width="2268" height="2310" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:2310,&quot;width&quot;:2268,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1163804,&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/166919479?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c35f294-2648-4530-9abc-60e6658ea619_2268x4032.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!BDJu!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg 424w, https://substackcdn.com/image/fetch/$s_!BDJu!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg 848w, https://substackcdn.com/image/fetch/$s_!BDJu!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!BDJu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F568f36c7-7aab-4c99-b988-e66afc18e84a_2268x2310.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><h3>Beyond Land: Methane Monitoring with Sentinel-2</h3><p>Although Sentinel-2 was originally designed for land applications, it&#8217;s been interesting to see how many new and sometimes unexpected uses have emerged over the past decade.</p><p>One example came from Itziar Irakulis Loitxate (IMEO, UNEP), in her talk <em>&#8220;From Data to Action: Reducing Methane Emissions with Sentinel-2.&#8221;</em> She presented how Sentinel-2 is now being used to detect methane plumes.</p><p>Through the Methane Alert and Response System (MARS), IMEO processes over 500 Sentinel-2 images per day, identifying around 100 methane plumes each month. What makes this work notable is that the detections are sent directly to governments and operators &#8212; turning them into actionable alerts. One example involved a persistent leak in Algeria. After IMEO reported it and followed up, the leak was addressed. The estimated impact was comparable to removing 500,000 cars from the road for a year. [<a href="https://www.unep.org/news-and-stories/story/technology-helping-reduce-methane-emissions-more-action-needed">link</a>]</p><div><hr></div><h2>Data continuity in the 2040+</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!_zbj!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!_zbj!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.jpeg 424w, https://substackcdn.com/image/fetch/$s_!_zbj!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.jpeg 848w, https://substackcdn.com/image/fetch/$s_!_zbj!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!_zbj!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!_zbj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.jpeg" width="1456" height="740" 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srcset="https://substackcdn.com/image/fetch/$s_!_zbj!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.jpeg 424w, https://substackcdn.com/image/fetch/$s_!_zbj!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.jpeg 848w, https://substackcdn.com/image/fetch/$s_!_zbj!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!_zbj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F936d3524-6300-48ba-87d9-6c821013eb95_2002x1018.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>One of the recurring themes throughout the week was data continuity for the Copernicus programme. ESA has laid out a solid and ambitious roadmap to ensure Copernicus data extends well into the 2040s, building on the success of the current Sentinel missions through a combination of Next Generation (NG) missions and expansion missions. [<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Copernicus_Sentinel_Expansion_missions">link</a>]</p><p>The Sentinel-2 NG mission will feature increased spectral bands, higher spatial resolution, and potentially even night-time observation capabilities.</p><p>Similarly, Sentinel-1 NG is planned with higher resolution, a wider swath width, and other improvements.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!NV2C!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F572cd003-3b47-4e36-abfc-2dab7fa67383_1987x1148.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!NV2C!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F572cd003-3b47-4e36-abfc-2dab7fa67383_1987x1148.jpeg 424w, https://substackcdn.com/image/fetch/$s_!NV2C!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F572cd003-3b47-4e36-abfc-2dab7fa67383_1987x1148.jpeg 848w, https://substackcdn.com/image/fetch/$s_!NV2C!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F572cd003-3b47-4e36-abfc-2dab7fa67383_1987x1148.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!NV2C!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F572cd003-3b47-4e36-abfc-2dab7fa67383_1987x1148.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!NV2C!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F572cd003-3b47-4e36-abfc-2dab7fa67383_1987x1148.jpeg" width="1987" height="1148" 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srcset="https://substackcdn.com/image/fetch/$s_!yGhq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F975fe7bf-916f-46b9-81e5-2d96c87521eb_2075x1182.jpeg 424w, https://substackcdn.com/image/fetch/$s_!yGhq!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F975fe7bf-916f-46b9-81e5-2d96c87521eb_2075x1182.jpeg 848w, https://substackcdn.com/image/fetch/$s_!yGhq!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F975fe7bf-916f-46b9-81e5-2d96c87521eb_2075x1182.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!yGhq!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F975fe7bf-916f-46b9-81e5-2d96c87521eb_2075x1182.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!yGhq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F975fe7bf-916f-46b9-81e5-2d96c87521eb_2075x1182.jpeg" width="2075" height="1182" 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srcset="https://substackcdn.com/image/fetch/$s_!yGhq!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F975fe7bf-916f-46b9-81e5-2d96c87521eb_2075x1182.jpeg 424w, https://substackcdn.com/image/fetch/$s_!yGhq!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F975fe7bf-916f-46b9-81e5-2d96c87521eb_2075x1182.jpeg 848w, https://substackcdn.com/image/fetch/$s_!yGhq!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F975fe7bf-916f-46b9-81e5-2d96c87521eb_2075x1182.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!yGhq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F975fe7bf-916f-46b9-81e5-2d96c87521eb_2075x1182.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>This stood in stark contrast to the situation across the Atlantic. While ESA is pushing forward with a long-term vision, the future of Landsat Next &#8212; NASA&#8217;s plan for continuity of Landsat data &#8212; is under threat due to budget cuts. NASA has been asked to restructure the mission and explore more affordable alternatives, putting the long-term availability of open U.S. optical data into question. [<a href="https://spacenews.com/nasa-budget-would-cancel-dozens-of-science-missions-lay-off-thousands/">link</a>]</p><p>ESA, on the other hand, is preparing to make the case for Copernicus expansion funding during the upcoming ministerial council meeting in November. It&#8217;s an ambitious plan, but one backed by strong user community feedback &#8212; a key ingredient in justifying the investment.</p><div><hr></div><h2>The Commercial Sector at LPS</h2><p>It&#8217;s worth remembering that ESA, NASA, and other space agencies primarily launch science missions. But this year at LPS, perhaps more than ever before, we saw a surge in commercial missions that mirror or complement agency-led ones.</p><p>Thermal missions are a good example. While ESA is preparing to launch LSTM, and ISRO/CNES are working on TRISHNA (with NASA having originally planned SBG but potentially impacted by recent budget cuts), the commercial landscape is expanding with missions from companies like OroraTech, Hydrosat, SatVu, constellr, Aistech Space and others &#8212; all bringing their own thermal offerings into orbit.</p><p>The same applies to hyperspectral missions. Alongside missions such as EnMAP, PRISMA, and ESA&#8217;s upcoming CHIME, we now see commercial alternatives emerge: Planet&#8217;s Tanager constellation, Kuva Space's Hyperfield missions, and more &#8212; each aiming to bring high-frequency, high-resolution, hyperspectral data to market.</p><p>The sessions on Fire Detection and Monitoring from Earth Observation Data for Rapid Disaster Response featured several contributions from OroraTech &#8212; so much so, it could have almost been called &#8220;The OroraTech Session.&#8221; A particular highlight was how their data &#8212; for example, from FOREST-2 &#8212; complements public satellite missions. It stood out as a strong example of how combining commercial and public EO data can support actionable applications like wildfire detection and rapid response.</p><p>Another notable theme was the growing cooperation between agencies, academia, research centers, and the commercial sector. This blending of roles signals a shift: as new science missions come online, commercial missions are increasingly orbiting alongside them, offering complementary capabilities and helping bridge the gap between research and real-world impact.</p><p>But what we need isn&#8217;t just more satellites&#8230;</p><p>Still, bridging the last mile &#8212; from raw imagery or analytics to usable, sector-specific insights &#8212; remains one of the biggest challenges. That&#8217;s where much of the pressure now lies for the commercial sector: to not just deliver data, but to translate it into insights that fit real-world applications.</p><div><hr></div><h2>AI Alone Isn&#8217;t Enough</h2><p>In recent years, Earth Observation has been closely intertwined with advances in AI &#8212; sometimes even leading the way [<a href="https://www.spectralreflectance.space/p/reflections-on-the-esa-nasa-international">link</a>]. But this growing focus on machine learning has come with a downside: many studies now seem more interested in showcasing the model than in understanding the Earth.</p><p>This concern was even raised during a plenary session &#8212; that what looks like a novel finding in a model&#8217;s output may, in fact, be something long known in the EO community.</p><p>We&#8217;re often presented with a model, a few metrics, and a couple of nice-looking maps &#8212; but with little effort to validate, interpret or ground the results in domain knowledge.</p><p>EO research shouldn&#8217;t be driven by AI expertise alone. It needs domain understanding &#8212; the kind that can question the inputs and interpret the outputs.</p><div><hr></div><h2>Final Thoughts</h2><p>The Living Planet Symposium 2025 offered more than just updates on missions and methods &#8212; it captured the momentum, uncertainties, and vision for the future of the Earth Observation field.</p><p>For me, LPS is a celebration of what can be achieved when we work together. It&#8217;s not just a gathering to attend one more session; it&#8217;s a testament to international cooperation: agencies, researchers, engineers, and private companies all coming together to push the boundaries of what&#8217;s possible.</p><p>The conversations at LPS reminded me that Earth Observation isn&#8217;t just about observing the planet &#8212; it&#8217;s about understanding it, protecting it, and acting on that knowledge. After all, the satellites we rely on are called Sentinels for a reason: they&#8217;re guardians, watching over the Earth to help us respond, adapt, and safeguard what matters most.</p><p>See you at the next one.</p><div><hr></div><h2>Let&#8217;s Hear Your Highlights</h2><p>LPS2025 was massive &#8212; it was hard to keep track of everything happening!</p><p>I&#8217;d love to hear what stood out for you.</p><p>Feel free to fill out <a href="https://forms.gle/g2ST2N318uxMBNJH7">this super short form</a> (it&#8217;s really just one question!) about your favourite sessions, talks, posters, or takeaways. [<a href="https://forms.gle/g2ST2N318uxMBNJH7">link</a>]</p><div><hr></div><p>P.S. At the next LPS, I strongly encourage all exhibitors to follow the example of VITO (and ECMWF) &#8212; <strong>more chocolate at the stands, please</strong>. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!2e70!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fac9d99e6-8de6-4ad5-b8db-01583aabd30e_1991x2725.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!2e70!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fac9d99e6-8de6-4ad5-b8db-01583aabd30e_1991x2725.jpeg 424w, 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srcset="https://substackcdn.com/image/fetch/$s_!2e70!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fac9d99e6-8de6-4ad5-b8db-01583aabd30e_1991x2725.jpeg 424w, https://substackcdn.com/image/fetch/$s_!2e70!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fac9d99e6-8de6-4ad5-b8db-01583aabd30e_1991x2725.jpeg 848w, https://substackcdn.com/image/fetch/$s_!2e70!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fac9d99e6-8de6-4ad5-b8db-01583aabd30e_1991x2725.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!2e70!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fac9d99e6-8de6-4ad5-b8db-01583aabd30e_1991x2725.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><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>]]></content:encoded></item><item><title><![CDATA[Reflections on the ESA-NASA International Workshop on AI Foundation Model for EO]]></title><description><![CDATA[How the EO Community Went from Adopting AI to Driving Its Future]]></description><link>https://www.spectralreflectance.space/p/reflections-on-the-esa-nasa-international</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/reflections-on-the-esa-nasa-international</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Fri, 09 May 2025 11:59:32 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!P9Tl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png" 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/$s_!P9Tl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!P9Tl!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png 424w, https://substackcdn.com/image/fetch/$s_!P9Tl!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png 848w, https://substackcdn.com/image/fetch/$s_!P9Tl!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png 1272w, https://substackcdn.com/image/fetch/$s_!P9Tl!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!P9Tl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png" width="1194" height="1129" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1129,&quot;width&quot;:1194,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1360724,&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/163121926?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e0970a1-e884-48c5-bba0-3b78d78d6e1e_1200x1200.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!P9Tl!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png 424w, https://substackcdn.com/image/fetch/$s_!P9Tl!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png 848w, https://substackcdn.com/image/fetch/$s_!P9Tl!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.png 1272w, https://substackcdn.com/image/fetch/$s_!P9Tl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47b73bda-15db-4c77-9f5b-4749b823e121_1194x1129.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>It was great attending the <a href="https://nikal.eventsair.com/cmspreview/nasa-esa-international-workshop-on-geospatial-ai-foundation-model-for-earth-observation-and-earth-sciences/absrtact-submission">ESA-NASA International Workshop on AI Foundation Model for EO</a>, the first workshop on this topic, and one clearly driven by user demand. The hands-on sessions sold out within hours of opening registration and around <strong>300 people attended on-site</strong> &#8212; a turnout that likely surpassed the organisers&#8217; expectations.</p><div><hr></div><p>Back in 2017, when I was working on my thesis &#8212; Land Cover Mapping using  Deep Learning Models <em>(based on <a href="https://www.researchgate.net/publication/264564342_Deep_Learning-Based_Classification_of_Hyperspectral_Data">this</a>, implemented in the now-retired deep learning library <a href="https://github.com/Theano/Theano">Theano</a>, and <a href="https://ieeexplore.ieee.org/document/8304691">this</a>) &#8212;</em> deep learning wasn&#8217;t widely adopted by the EO community. Traditional ML approaches such as SVMs still dominated. It&#8217;s not that more powerful DL models didn&#8217;t exist &#8212; they did &#8212; but they hadn&#8217;t yet made their way into the EO workflows. ML was a tool, and at the time, most EO experts didn&#8217;t know how to use it effectively.</p><p>It&#8217;s no surprise that it took a couple of years for <a href="https://arxiv.org/abs/1505.04597">U-Net</a> to reach EO applications. I believe a key turning point was the <strong><a href="https://www.kaggle.com/competitions/dstl-satellite-imagery-feature-detection">DSTL satellite imagery competition on Kaggle</a></strong>. </p><p>That competition sparked a <strong>mindset shift.<br></strong>Several of the top-performing solutions featured U-Net-based architectures, reflecting how Kaggle participants, many with experience in other computer vision segmentation challenges, applied those tools to satellite imagery for the first time. It demonstrated that effective deep learning architectures already existed; the challenge was adapting them to the EO domain.</p><p>I even found the <a href="https://deepsense.ai/blog/deep-learning-for-satellite-imagery-via-image-segmentation/">blog post</a> I read at the time by the <a href="http://deepsense.ai">deepsense.ai</a> team who placed 4th in that competition, and outlined their approach. </p><p>The original U-Net paper was published in 2015; It took two years for a robust, SOTA model in computer vision to make its way to the hands of EO experts.<br>For a while, it felt as though the EO community was just waiting for the next CVPR paper to drop, looking to other fields to innovate, and then adapt those ideas to EO.</p><p><strong>The EO community was following, not leading.</strong></p><div><hr></div><p>But the pace of adoption began to accelerate.</p><p>When Meta AI released the <a href="https://arxiv.org/abs/2304.02643">Segment Anything Model (SAM)</a>  in 2023, the EO community responded instantly. Within days there were <a href="https://samgeo.gishub.org/">Python wrappers</a> and integration with <a href="https://doc.arcgis.com/en/pretrained-models/latest/imagery/using-segment-anything-model-sam-.htm">ArcGIS</a>. Within weeks people were exploring SAM as a <a href="https://developmentseed.org/blog/2023-05-19-segment-anything-potential/">labeling tool</a> and creating <a href="https://geo-sam.readthedocs.io/en/latest/">QGIS plugins</a>.</p><div><hr></div><p>Today, the EO community is no longer just a consumer of AI; it's helping shape its future. <br>Major climate and weather institutions like ECMWF and <a href="https://www.noaa.gov/ai">NOAA</a> have helped lead the way, playing a critical role in this shift by pioneering the integration of AI into climate and weather forecasting systems. Today, we&#8217;re seeing <strong>foundation models designed with EO at the core</strong>. <br> I often say that <strong>weather is the success story of EO</strong>, and <a href="https://www.ecmwf.int/en/about/media-centre/news/2025/ecmwfs-ai-forecasts-become-operational">ECMWF&#8217;s AIFS</a> (AI/Integrated Forecasting System) is a prime example. It shows how &#8212; once again &#8212; the weather and climate domain is not just adopting AI ; <strong>it&#8217;s actively driving its development</strong>.</p><p>It&#8217;s also worth noting that leading tech companies like IBM, NVIDIA, and Google have increasingly become involved in the EO and climate AI space over the past few years. From IBM's <a href="https://research.ibm.com/blog/foundation-model-weather-climate">Prithvi WxC</a> and <a href="https://research.ibm.com/blog/terramind-esa-earth-observation-model">Terramind</a>, to NVIDIA&#8217;s <a href="https://www.nvidia.com/en-eu/high-performance-computing/earth-2/">Earth-2</a> (and <a href="https://docs.nvidia.com/deeplearning/physicsnemo/physicsnemo-sym/user_guide/neural_operators/fourcastnet.html">FourCastNet</a>), and <a href="https://sites.research.google/gr/floodforecasting/">Google&#8217;s flood forecasting systems</a> and <a href="https://research.google/blog/geospatial-reasoning-unlocking-insights-with-generative-ai-and-multiple-foundation-models/">geospatial reasoning</a>, these initiatives signal that <strong>AI4EO is no longer a niche domain; it&#8217;s a key area in AI development</strong>.</p><p><strong>Earth Observation is rapidly becoming a proving ground for frontier AI applications</strong>, where models are tested at scale on complex, real-world challenges.</p><div><hr></div><p>For me, this workshop was a milestone. It marked a shift: </p><blockquote><p><strong>from adapting AI to EO, to driving AI forward </strong><em><strong>because</strong></em><strong> of EO.</strong></p></blockquote><p>EO experts aren&#8217;t just users anymore; they&#8217;re <strong>contributors, architects, and collaborators</strong> helping shape the AI domain.</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><p></p>]]></content:encoded></item><item><title><![CDATA[Reflections from the Thermal Remote Sensing Workshop 2024]]></title><description><![CDATA[This past December, I attended the Thermal Remote Sensing (TRS) Workshop in Leicester, UK.]]></description><link>https://www.spectralreflectance.space/p/reflections-from-the-thermal-remote</link><guid isPermaLink="false">https://www.spectralreflectance.space/p/reflections-from-the-thermal-remote</guid><dc:creator><![CDATA[Akis Karagiannis]]></dc:creator><pubDate>Wed, 05 Feb 2025 17:29:49 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%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>This past December, I attended the <strong>Thermal Remote Sensing (TRS) Workshop</strong> in Leicester, UK. With no prior background in TRS, I was a bit skeptical about how much I&#8217;d gain from the workshop, but it turned out to be incredibly insightful. <br>By the end, I left with a solid understanding of TRS and a deeper appreciation for the challenges of measuring temperature from space. </p><p>The workshop spanned three days, covering various aspects of thermal remote sensing, followed by the <a href="https://climate.esa.int/en/projects/land-surface-temperature/news-and-events/news/land-surface-temperature-2024-user-workshop/">LST CCI User Workshop</a>, which focused on land surface temperature (LST) data products, user requirements, and applications.</p><p>At times, it felt like I was attending a graduate-level course <em>(check out this <a href="https://www.youtube.com/watch?v=T5jAEQWFxSI&amp;ab_channel=ThermalRemoteSensingEARSeLSIG">Introduction to Thermal Remote Sensing</a>)</em>&#8212;the depth and structure of some talks could have easily been part of an MSc in TRS. So, it was surprising to learn that no dedicated MSc program in Thermal Remote Sensing exists!</p><h2>Talks that stood out</h2><p>Several talks caught my attention, but <a href="https://www.kcl.ac.uk/people/martin-wooster">Martin Wooster&#8217;s</a> sessions were definite highlights - his talks on Aerial Surveys with <a href="https://www.kcl.ac.uk/people/callum-middleton">Callum Middleton</a> <em>(unfortunately, I don&#8217;t think a recording is available)</em> and <a href="https://www.youtube.com/watch?v=88FTNcBQXoo&amp;ab_channel=ThermalRemoteSensingEARSeLSIG">Fire applications</a>!</p><p>Dave Smith's talk <em>&#8220;How does a thermal camera work? Calibration&#8221;</em> was also an absolute gem! </p><p>Another presentation I found interesting was presented at the LST CCI User Workshop and demonstrated how LST data from MODIS (1km resolution) was downscaled to 100m using land cover classification derived solely from emissivity values. </p><h2>The Critical Role of Atmospheric Effects</h2><p>One of the biggest surprises was just how critical atmospheric correction is in TRS&#8212;far more than in optical remote sensing. The "thermal folk" go to extreme lengths when it comes to atmospheric effects on temperature retrieval. Several talks explored different correction approaches, surface temperature retrieval algorithms, and their impact on final data products. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!dTJz!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!dTJz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png 424w, https://substackcdn.com/image/fetch/$s_!dTJz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png 848w, https://substackcdn.com/image/fetch/$s_!dTJz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png 1272w, https://substackcdn.com/image/fetch/$s_!dTJz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!dTJz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png" width="1456" height="816" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:816,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:512336,&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/$s_!dTJz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png 424w, https://substackcdn.com/image/fetch/$s_!dTJz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png 848w, https://substackcdn.com/image/fetch/$s_!dTJz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.png 1272w, https://substackcdn.com/image/fetch/$s_!dTJz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45756a53-b521-4586-ac3a-3a9987883c40_1640x919.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">Credit: Michael Perry, Darren Ghent, Agnieszka Soszynska</figcaption></figure></div><p>To put things into perspective: errors due to atmospheric effects and emissivity variability can cause temperature discrepancies of up to 12K! Yet, LST products manage to achieve &lt;1K accuracy, which is an incredible feat considering the number of uncertainties at various processing stages.</p><h2>&#8220;Cloud is a dirty word in Thermal Remote Sensing&#8221;</h2><p>In the same sense, TRS scientists hate clouds - it&#8217;s hard to mask them and it&#8217;s often hard to separate them from aerosols.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!qveb!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!qveb!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png 424w, https://substackcdn.com/image/fetch/$s_!qveb!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png 848w, https://substackcdn.com/image/fetch/$s_!qveb!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png 1272w, https://substackcdn.com/image/fetch/$s_!qveb!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!qveb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png" width="1313" height="711" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:711,&quot;width&quot;:1313,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:515364,&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/$s_!qveb!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png 424w, https://substackcdn.com/image/fetch/$s_!qveb!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png 848w, https://substackcdn.com/image/fetch/$s_!qveb!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.png 1272w, https://substackcdn.com/image/fetch/$s_!qveb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1e7f63d-935a-4b3d-ba4b-e9f2f325624c_1313x711.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">Credit: Adam Povey</figcaption></figure></div><h2>Uncertainty Estimates in LST products</h2><p>One standout practice in TRS is that LST products provide per pixel uncertainty estimates;  a QA product that assigns a &#177;K uncertainty to each pixel, tracing its origin across the processing workflow.</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>Commercial Companies and the future of TRS</h2><p>Over the past decade, several commercial companies have entered the thermal remote sensing market. Representatives from Aistech, Constellr, OroraTech and SatVu attended the workshop, highlighting the growing interest and investment in this field.</p><p>In the next 3&#8211;5 years, we&#8217;ll see the launch of major agency-led missions like SBG (NASA), TRISHNA (CNES &amp; ISRO), and LSTM (ESA), bringing higher-resolution thermal data and better global coverage. At the same time, a wave of commercial satellites is set to fill gaps with faster revisit times and new applications.</p><p>It really is an exciting time for Thermal Remote Sensing. </p><div><hr></div><h2>Special Interest Group on Thermal Remote Sensing</h2><p><a href="https://www.linkedin.com/in/agnieszka-soszy%C5%84ska-399b879b/">Dr. Agnieszka Soszynska</a> and <a href="https://www.linkedin.com/in/jennifer-adams-958084b6/">Dr. Jennifer Adams</a> organised this workshop. In 2023, Agnieszka and Jennifer revived the Special Interest Group (SIG) on Thermal Remote Sensing, after a few years of inactivity. </p><p>Check out the <a href="https://thermal-rs.earsel.org/">SIG page</a>, and the <a href="https://thermal-rs.earsel.org/?page_id=403">resources</a> posted there. Also, be sure to listen to <a href="https://thermal-rs.earsel.org/?page_id=438">Thermal Lens</a>; a podcast series on thermal remote sensing! </p><p>Recordings and slides from the workshop are available <a href="https://thermal-rs.earsel.org/?page_id=1122#:~:text=Introduction%20to%20atmospheric%20effects%20in%20TIR%20data">here</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/$s_!iaIa!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!iaIa!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg 424w, https://substackcdn.com/image/fetch/$s_!iaIa!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg 848w, https://substackcdn.com/image/fetch/$s_!iaIa!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!iaIa!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!iaIa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg" width="896" height="716" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:716,&quot;width&quot;:896,&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/$s_!iaIa!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg 424w, https://substackcdn.com/image/fetch/$s_!iaIa!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg 848w, https://substackcdn.com/image/fetch/$s_!iaIa!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!iaIa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe140c0f4-5b48-4c44-8162-e164bbc6fb9b_896x716.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">Group photo during from Thermal Remote Sensing workshop. Credit: <a href="https://www.linkedin.com/company/thermalvisionresearch/">Thermal Vision Research</a></figcaption></figure></div><div><hr></div><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.spectralreflectance.space/p/reflections-from-the-thermal-remote?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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