{"id":6672,"date":"2024-09-09T15:47:04","date_gmt":"2024-09-09T13:47:04","guid":{"rendered":"https:\/\/ingenius.ecoledesponts.fr\/?p=6672"},"modified":"2024-09-10T11:18:32","modified_gmt":"2024-09-10T09:18:32","slug":"the-earth-seen-from-the-sky-monitoring-and-protecting-our-planet","status":"publish","type":"post","link":"https:\/\/ingenius.ecoledesponts.fr\/en\/articles\/the-earth-seen-from-the-sky-monitoring-and-protecting-our-planet\/","title":{"rendered":"The Earth seen from the sky: monitoring and protecting our planet"},"content":{"rendered":"\n\n\n<p>Satellite images offer a unique perspective on the surface of our planet. Thanks to their global coverage, their ability to capture different features and to penetrate clouds with radar, these images provide us with valuable information in near-real time. Here are three crucial applications of satellites and artificial intelligence (AI):<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-1 is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"943\" height=\"1024\" data-id=\"6539\" src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-943x1024.png\" alt=\"\" class=\"wp-image-6539\" srcset=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-943x1024.png 943w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-276x300.png 276w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-768x834.png 768w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-80x86.png 80w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1.png 1172w\" sizes=\"auto, (max-width: 943px) 100vw, 943px\" \/><figcaption class=\"wp-element-caption\"><strong>Monitoring forests:<\/strong> Estimating canopy heights around the world is essential for monitoring deforestation and understanding the carbon cycle. In the past, this has required expensive laser scans and in-situ measurements. However, by using deep learning algorithms, canopy height can be predicted from high-resolution satellite images. This method makes it possible to monitor forest dynamics with unprecedented frequency.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"827\" data-id=\"6541\" src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-1024x827.jpg\" alt=\"\" class=\"wp-image-6541\" srcset=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-1024x827.jpg 1024w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-300x242.jpg 300w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-768x620.jpg 768w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-358x288.jpg 358w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Monitoring agricultural crops:<\/strong> Identifying the crops growing on the 10 million plots of farmland in France is crucial to managing the \u20ac57 billion in annual European agricultural allocations. This makes it possible to verify the application of sustainable agricultural practices, optimize yields and reduce the use of inputs and water. Satellites, coupled with AI, facilitate large-scale crop recognition.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"431\" data-id=\"6543\" src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-1024x431.png\" alt=\"\" class=\"wp-image-6543\" srcset=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-1024x431.png 1024w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-300x126.png 300w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-768x323.png 768w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau.png 1861w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Managing soil sealing:<\/strong> Surfaces made impervious with concrete or cement have a lasting damaging effect on underground and terrestrial ecosystems. France is committed to offsetting every square meter of sealed land with new natural land by 2050. To meet this commitment, the use of each pixel of the territory (20 cm) needs to be classified. The sheer size of this task (1e13 pixels!) makes the use of AI and satellite images essential.<\/figcaption><\/figure>\n<\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Satellite images offer a unique perspective on the surface of our planet. Thanks to their global coverage, their ability to [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":6543,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_related_content_post":[],"_related_content_subject":[937,690],"_related_content_author":[6677],"_related_content_category":[1720],"_related_content_folder":[6755],"_excerpt":"","_duration":1,"_manual_duration":false,"footnotes":""},"article-types":[13,26],"class_list":["post-6672","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","article-types-article","article-types-diaporama-en"],"has_blocks":true,"block_data":[{"blockName":"enpc\/excerpt","attrs":{"lock":[],"metadata":[],"className":"","style":""},"innerBlocks":[],"innerHTML":"","innerContent":[],"rendered":""},{"blockName":"core\/paragraph","attrs":{"align":"","content":"Satellite images offer a unique perspective on the surface of our planet. Thanks to their global coverage, their ability to capture different features and to penetrate clouds with radar, these images provide us with valuable information in near-real time. Here are three crucial applications of satellites and artificial intelligence (AI):","dropCap":false,"placeholder":"","direction":"","lock":[],"metadata":[],"className":"","style":"","backgroundColor":"","textColor":"","gradient":"","fontSize":"","fontFamily":"","borderColor":"","anchor":""},"innerBlocks":[],"innerHTML":"\n<p>Satellite images offer a unique perspective on the surface of our planet. Thanks to their global coverage, their ability to capture different features and to penetrate clouds with radar, these images provide us with valuable information in near-real time. Here are three crucial applications of satellites and artificial intelligence (AI):<\/p>\n","innerContent":["\n<p>Satellite images offer a unique perspective on the surface of our planet. Thanks to their global coverage, their ability to capture different features and to penetrate clouds with radar, these images provide us with valuable information in near-real time. Here are three crucial applications of satellites and artificial intelligence (AI):<\/p>\n"],"rendered":"\n<p>Satellite images offer a unique perspective on the surface of our planet. Thanks to their global coverage, their ability to capture different features and to penetrate clouds with radar, these images provide us with valuable information in near-real time. Here are three crucial applications of satellites and artificial intelligence (AI):<\/p>\n"},{"blockName":"core\/gallery","attrs":{"columns":1,"linkTo":"none","isSlideshow":true,"images":[],"ids":[],"shortCodeTransforms":[],"caption":"","imageCrop":true,"randomOrder":false,"fixedHeight":true,"linkTarget":"","sizeSlug":"large","allowResize":false,"aspectRatio":"auto","lock":[],"metadata":[],"align":"","className":"wp-block-gallery has-nested-images columns-1 is-cropped","style":"","backgroundColor":"","gradient":"","borderColor":"","layout":[],"anchor":""},"innerBlocks":[{"blockName":"core\/image","attrs":{"id":6539,"sizeSlug":"large","linkDestination":"none","blob":"","url":"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-943x1024.png","alt":"","caption":"Monitoring forests: Estimating canopy heights around the world is essential for monitoring deforestation and understanding the carbon cycle. In the past, this has required expensive laser scans and in-situ measurements. However, by using deep learning algorithms, canopy height can be predicted from high-resolution satellite images. This method makes it possible to monitor forest dynamics with unprecedented frequency.","lightbox":[],"title":"","href":"","rel":"","linkClass":"","width":"","height":"","aspectRatio":"","scale":"","linkTarget":"","lock":[],"metadata":[],"align":"","className":"wp-block-image size-large","style":"","borderColor":"","anchor":""},"innerBlocks":[],"innerHTML":"\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-943x1024.png\" alt=\"\" class=\"wp-image-6539\"\/><figcaption class=\"wp-element-caption\"><strong>Monitoring forests:<\/strong> Estimating canopy heights around the world is essential for monitoring deforestation and understanding the carbon cycle. In the past, this has required expensive laser scans and in-situ measurements. However, by using deep learning algorithms, canopy height can be predicted from high-resolution satellite images. This method makes it possible to monitor forest dynamics with unprecedented frequency.<\/figcaption><\/figure>\n","innerContent":["\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-943x1024.png\" alt=\"\" class=\"wp-image-6539\"\/><figcaption class=\"wp-element-caption\"><strong>Monitoring forests:<\/strong> Estimating canopy heights around the world is essential for monitoring deforestation and understanding the carbon cycle. In the past, this has required expensive laser scans and in-situ measurements. However, by using deep learning algorithms, canopy height can be predicted from high-resolution satellite images. This method makes it possible to monitor forest dynamics with unprecedented frequency.<\/figcaption><\/figure>\n"],"rendered":"\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-943x1024.png\" alt=\"\" class=\"wp-image-6539\"\/><figcaption class=\"wp-element-caption\"><strong>Monitoring forests:<\/strong> Estimating canopy heights around the world is essential for monitoring deforestation and understanding the carbon cycle. In the past, this has required expensive laser scans and in-situ measurements. However, by using deep learning algorithms, canopy height can be predicted from high-resolution satellite images. This method makes it possible to monitor forest dynamics with unprecedented frequency.<\/figcaption><\/figure>\n"},{"blockName":"core\/image","attrs":{"id":6541,"sizeSlug":"large","linkDestination":"none","blob":"","url":"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-1024x827.jpg","alt":"","caption":"Monitoring agricultural crops: Identifying the crops growing on the 10 million plots of farmland in France is crucial to managing the \u20ac57 billion in annual European agricultural allocations. This makes it possible to verify the application of sustainable agricultural practices, optimize yields and reduce the use of inputs and water. Satellites, coupled with AI, facilitate large-scale crop recognition.","lightbox":[],"title":"","href":"","rel":"","linkClass":"","width":"","height":"","aspectRatio":"","scale":"","linkTarget":"","lock":[],"metadata":[],"align":"","className":"wp-block-image size-large","style":"","borderColor":"","anchor":""},"innerBlocks":[],"innerHTML":"\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-1024x827.jpg\" alt=\"\" class=\"wp-image-6541\"\/><figcaption class=\"wp-element-caption\"><strong>Monitoring agricultural crops:<\/strong> Identifying the crops growing on the 10 million plots of farmland in France is crucial to managing the \u20ac57 billion in annual European agricultural allocations. This makes it possible to verify the application of sustainable agricultural practices, optimize yields and reduce the use of inputs and water. Satellites, coupled with AI, facilitate large-scale crop recognition.<\/figcaption><\/figure>\n","innerContent":["\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-1024x827.jpg\" alt=\"\" class=\"wp-image-6541\"\/><figcaption class=\"wp-element-caption\"><strong>Monitoring agricultural crops:<\/strong> Identifying the crops growing on the 10 million plots of farmland in France is crucial to managing the \u20ac57 billion in annual European agricultural allocations. This makes it possible to verify the application of sustainable agricultural practices, optimize yields and reduce the use of inputs and water. Satellites, coupled with AI, facilitate large-scale crop recognition.<\/figcaption><\/figure>\n"],"rendered":"\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-1024x827.jpg\" alt=\"\" class=\"wp-image-6541\"\/><figcaption class=\"wp-element-caption\"><strong>Monitoring agricultural crops:<\/strong> Identifying the crops growing on the 10 million plots of farmland in France is crucial to managing the \u20ac57 billion in annual European agricultural allocations. This makes it possible to verify the application of sustainable agricultural practices, optimize yields and reduce the use of inputs and water. Satellites, coupled with AI, facilitate large-scale crop recognition.<\/figcaption><\/figure>\n"},{"blockName":"core\/image","attrs":{"id":6543,"sizeSlug":"large","linkDestination":"none","blob":"","url":"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-1024x431.png","alt":"","caption":"Managing soil sealing: Surfaces made impervious with concrete or cement have a lasting damaging effect on underground and terrestrial ecosystems. France is committed to offsetting every square meter of sealed land with new natural land by 2050. To meet this commitment, the use of each pixel of the territory (20 cm) needs to be classified. The sheer size of this task (1e13 pixels!) makes the use of AI and satellite images essential.","lightbox":[],"title":"","href":"","rel":"","linkClass":"","width":"","height":"","aspectRatio":"","scale":"","linkTarget":"","lock":[],"metadata":[],"align":"","className":"wp-block-image size-large","style":"","borderColor":"","anchor":""},"innerBlocks":[],"innerHTML":"\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-1024x431.png\" alt=\"\" class=\"wp-image-6543\"\/><figcaption class=\"wp-element-caption\"><strong>Managing soil sealing:<\/strong> Surfaces made impervious with concrete or cement have a lasting damaging effect on underground and terrestrial ecosystems. France is committed to offsetting every square meter of sealed land with new natural land by 2050. To meet this commitment, the use of each pixel of the territory (20 cm) needs to be classified. The sheer size of this task (1e13 pixels!) makes the use of AI and satellite images essential.<\/figcaption><\/figure>\n","innerContent":["\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-1024x431.png\" alt=\"\" class=\"wp-image-6543\"\/><figcaption class=\"wp-element-caption\"><strong>Managing soil sealing:<\/strong> Surfaces made impervious with concrete or cement have a lasting damaging effect on underground and terrestrial ecosystems. France is committed to offsetting every square meter of sealed land with new natural land by 2050. To meet this commitment, the use of each pixel of the territory (20 cm) needs to be classified. The sheer size of this task (1e13 pixels!) makes the use of AI and satellite images essential.<\/figcaption><\/figure>\n"],"rendered":"\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-1024x431.png\" alt=\"\" class=\"wp-image-6543\"\/><figcaption class=\"wp-element-caption\"><strong>Managing soil sealing:<\/strong> Surfaces made impervious with concrete or cement have a lasting damaging effect on underground and terrestrial ecosystems. France is committed to offsetting every square meter of sealed land with new natural land by 2050. To meet this commitment, the use of each pixel of the territory (20 cm) needs to be classified. The sheer size of this task (1e13 pixels!) makes the use of AI and satellite images essential.<\/figcaption><\/figure>\n"}],"innerHTML":"\n<figure class=\"wp-block-gallery has-nested-images columns-1 is-cropped\">\n\n\n\n<\/figure>\n","innerContent":["\n<figure class=\"wp-block-gallery has-nested-images columns-1 is-cropped\">",null,"\n\n",null,"\n\n",null,"<\/figure>\n"],"rendered":"\n<figure class=\"wp-block-gallery has-nested-images columns-1 is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/height_estimation-1-943x1024.png\" alt=\"\" class=\"wp-image-6539\"\/><figcaption class=\"wp-element-caption\"><strong>Monitoring forests:<\/strong> Estimating canopy heights around the world is essential for monitoring deforestation and understanding the carbon cycle. In the past, this has required expensive laser scans and in-situ measurements. However, by using deep learning algorithms, canopy height can be predicted from high-resolution satellite images. This method makes it possible to monitor forest dynamics with unprecedented frequency.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/rpg2018-1024x827.jpg\" alt=\"\" class=\"wp-image-6541\"\/><figcaption class=\"wp-element-caption\"><strong>Monitoring agricultural crops:<\/strong> Identifying the crops growing on the 10 million plots of farmland in France is crucial to managing the \u20ac57 billion in annual European agricultural allocations. This makes it possible to verify the application of sustainable agricultural practices, optimize yields and reduce the use of inputs and water. Satellites, coupled with AI, facilitate large-scale crop recognition.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-1024x431.png\" alt=\"\" class=\"wp-image-6543\"\/><figcaption class=\"wp-element-caption\"><strong>Managing soil sealing:<\/strong> Surfaces made impervious with concrete or cement have a lasting damaging effect on underground and terrestrial ecosystems. France is committed to offsetting every square meter of sealed land with new natural land by 2050. To meet this commitment, the use of each pixel of the territory (20 cm) needs to be classified. The sheer size of this task (1e13 pixels!) makes the use of AI and satellite images essential.<\/figcaption><\/figure>\n<\/figure>\n"}],"seo":{"title":"The Earth seen from the sky: monitoring and protecting our planet"},"media":{"img":"<img width=\"1861\" height=\"783\" src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau.png\" class=\"attachment-full size-full\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau.png 1861w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-300x126.png 300w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-1024x431.png 1024w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau-768x323.png 768w\" sizes=\"auto, (max-width: 1861px) 100vw, 1861px\" \/>","src":"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/07\/flair_bandeau.png"},"url":"\/en\/articles\/the-earth-seen-from-the-sky-monitoring-and-protecting-our-planet\/","related":{"post":[],"author":[{"title":"Lo\u00efc Landrieu","url":"\/en\/authors\/loic-landrieu\/","id":"6677","media":"<img width=\"60\" height=\"60\" src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2023\/04\/2023_DDAP_ingenius_auteurs-2-60x60.png\" class=\"attachment-author-thumb size-author-thumb wp-post-image\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2023\/04\/2023_DDAP_ingenius_auteurs-2-60x60.png 60w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2023\/04\/2023_DDAP_ingenius_auteurs-2-150x150.png 150w\" sizes=\"auto, (max-width: 60px) 100vw, 60px\" \/>","slug":"loic-landrieu"}],"subject":[{"title":"Energy, Ecology &amp; Climate","url":"\/en\/subjects\/energy-ecology-climate\/","id":"937","media":"<img width=\"1920\" height=\"1080\" src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-energie.jpg\" class=\"attachment- size- wp-post-image\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-energie.jpg 1920w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-energie-300x169.jpg 300w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-energie-1024x576.jpg 1024w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-energie-768x432.jpg 768w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>","slug":"energy-ecology-climate"},{"title":"Digital Technology, Modeling &#038; Artificial Intelligence","url":"\/en\/subjects\/digital-technology-modeling-artificial-intelligence\/","id":"690","media":"<img width=\"1920\" height=\"1080\" src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-numerique.jpg\" class=\"attachment- size- wp-post-image\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-numerique.jpg 1920w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-numerique-300x169.jpg 300w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-numerique-1024x576.jpg 1024w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2022\/11\/Ecole-des-ponts-webmagazine-numerique-768x432.jpg 768w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>","slug":"digital-technology-modeling-artificial-intelligence"}],"category":[{"title":"Article collection","url":"\/en\/articles\/category\/dossier\/","id":"1720","media":"","slug":"dossier","_related_post_type":"folder"}],"folder":[{"title":"Space: a unique platform for scientific observation and experimentation","url":"\/en\/folders\/space-a-unique-platform-for-scientific-observation-and-experimentation\/","id":"6755","media":"<img width=\"1920\" height=\"1080\" src=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/09\/Ph-Adobe-Stock-Studio-FI.jpg\" class=\"attachment- size- wp-post-image\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/09\/Ph-Adobe-Stock-Studio-FI.jpg 1920w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/09\/Ph-Adobe-Stock-Studio-FI-300x169.jpg 300w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/09\/Ph-Adobe-Stock-Studio-FI-1024x576.jpg 1024w, https:\/\/ingenius.ecoledesponts.fr\/wp-content\/uploads\/2024\/09\/Ph-Adobe-Stock-Studio-FI-768x432.jpg 768w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>","slug":"space-a-unique-platform-for-scientific-observation-and-experimentation"}]},"translated":"https:\/\/ingenius.ecoledesponts.fr\/articles\/la-terre-vue-du-ciel-surveiller-et-proteger-notre-planete\/","icon":"icon-article","duration":"1","custom_excerpt":"","duration_type":"none","_links":{"self":[{"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/posts\/6672","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/comments?post=6672"}],"version-history":[{"count":5,"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/posts\/6672\/revisions"}],"predecessor-version":[{"id":6728,"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/posts\/6672\/revisions\/6728"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/media\/6543"}],"wp:attachment":[{"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/media?parent=6672"}],"wp:term":[{"taxonomy":"article-types","embeddable":true,"href":"https:\/\/ingenius.ecoledesponts.fr\/en\/wp-json\/wp\/v2\/article-types?post=6672"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}