{"id":250284,"date":"2026-06-15T07:00:46","date_gmt":"2026-06-15T05:00:46","guid":{"rendered":"https:\/\/www.cls.fr\/?p=250284"},"modified":"2026-06-15T09:35:33","modified_gmt":"2026-06-15T07:35:33","slug":"france-launches-biodiversity-mapping-program-using-ai-and-satellites","status":"publish","type":"post","link":"https:\/\/www.cls.fr\/en\/france-launches-biodiversity-mapping-program-using-ai-and-satellites\/","title":{"rendered":"Biodiversity Is Changing Too Fast to Measure. France May Have Found a Solution."},"content":{"rendered":"

[et_pb_section fb_built=”1″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_row _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”4_4″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

France. As climate change accelerates and pressure on natural ecosystems intensifies, governments face a growing challenge: how can they protect biodiversity when the natural world is changing faster than they can measure it?<\/strong><\/p>\n

A major biodiversity mapping programme in southern France is combining satellite technology, ecological expertise and frugal AI to help territories adapt to climate change and biodiversity loss. A dynamic map that could change our resilience on a global scale in the coming years.<\/strong><\/p>\n

[\/et_pb_text][et_pb_button button_url=”https:\/\/www.cls.fr\/en\/cls-press-release-biodiversity-is-changing-too-fast-france\/” url_new_window=”on” button_text=”Download the Press Release” button_alignment=”center” _builder_version=”4.27.4″ _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” theme_builder_area=”post_content” sticky_enabled=”0″][\/et_pb_button][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”3_5,2_5″ _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”10px||10px||true|false” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”3_5″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”||0px|||” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

A new biodiversity mapping programme in the Occitanie Region of southern France aims to demonstrate that an innovative approach is possible.<\/p>\n

Over the next three years, the Region will combine satellite Earth Observation, ecological field expertise and a frugal artificial intelligence approach to create a unique dynamic map of its natural habitats and better understand how they are evolving under the combined effects of climate change, urbanisation and human activity.<\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=”2_5″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_image src=”https:\/\/www.cls.fr\/wp-content\/uploads\/2026\/06\/Lot.jpg” alt=”lot and garonne” title_text=”Lot” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”10px||||false|false” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”4_4″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

Covering nearly 72,000 km\u00b2, the equivalent of 10 million football pitches, the project will map forests, grasslands, wetlands, agricultural landscapes, coastal ecosystems and urban green spaces across one of Europe’s most ecologically diverse territories, at a resolution and exhaustivness that\u2019s never been seen before. The resulting habitat map will provide decision-makers with an incomparable and regularly updated view of ecosystem change, helping guide biodiversity conservation, climate adaptation and land-use planning strategies.<\/p>\n

The programme is being delivered by a consortium led by CLS, a subsidiary of the French Space Agency (CNES) and a global specialist in Earth Observation solutions, together with ecological engineering experts BIOTOPE<\/a>, ECO-MED<\/a>, ENVOLIS and NATURALIA.<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”2_5,3_5″ _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”||10px||false|false” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”2_5″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_image src=”https:\/\/www.cls.fr\/wp-content\/uploads\/2022\/05\/sentinel-2-1-300×225.jpg” alt=”Sentinel 2″ title_text=”sentinel-2-1″ _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”15px||||false|false” global_colors_info=”{}” theme_builder_area=”post_content”][\/et_pb_image][\/et_pb_column][et_pb_column type=”3_5″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

From Satellite Data, through AI, to Nature Intelligence<\/h2>\n

Monitoring biodiversity on a regional scale has traditionally relied on field surveys that are essential but difficult to repeat regularly across large territories.<\/p>\n

The French programme combines multiple sources of information to create a more comprehensive understanding of nature.<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”5px||||false|false” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”4_4″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”0px|||||” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

Satellite imagery from the European Space Agency\u2019s (ESA)<\/a> Sentinel satellite missions and very high-resolution Earth Observation systems will be combined with climate, topographic, geological and environmental datasets.<\/p>\n

Artificial intelligence models will then analyse these data to identify and classify hundreds of different habitat types across the region.<\/p>\n

Rather than replacing ecological expertise, the technology is designed to extend its reach.<\/p>\n

Over a six-month period, nearly 30 botanists will conduct approximately 700 field days across the territory, collecting the ecological reference data required to train, validate and continuously improve the models.<\/p>\n

The result is a new form of environmental intelligence that combines the scale of satellite observation with the precision of field ecology.<\/p>\n

[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

A different approach to AI<\/h2>\n

As concern grows over the environmental footprint of artificial intelligence, the project also reflects a growing movement towards more responsible and efficient AI systems.<\/p>\n

Instead of relying on large, general-purpose models requiring extensive computational resources, CLS, a mission driven company (equivalent B-Corp company), has adopted a frugal AI approach specifically designed for environmental monitoring applications.<\/p>\n

The objective is simple: use only the computing power necessary to generate robust scientific results.<\/p>\n

By combining targeted machine learning techniques with satellite data and ecological expertise, the project aims to maximise environmental insight while minimising computational impact.<\/p>\n

This approach is consistent with a broader principle underpinning the programme: technologies designed to support environmental sustainability should themselves be developed responsibly.<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”1_3,1_3,1_3″ _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”10px||60px||false|false” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”1_3″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_image src=”https:\/\/www.cls.fr\/wp-content\/uploads\/2026\/06\/Espace-Vert-en-ville.jpg” alt=”green spaces in town” title_text=”Espace Vert en ville” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][\/et_pb_image][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_image src=”https:\/\/www.cls.fr\/wp-content\/uploads\/2026\/06\/Champs-agricole-Occitanie.jpg” alt=”Farming fields” title_text=”Champs agricole Occitanie” _builder_version=”4.27.4″ _module_preset=”default” hover_image_src=”https:\/\/www.cls.fr\/wp-content\/uploads\/2026\/06\/Champs-agricole-Occitanie.jpg” global_colors_info=”{}” theme_builder_area=”post_content”][\/et_pb_image][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_image src=”https:\/\/www.cls.fr\/wp-content\/uploads\/2026\/06\/Julie_CABRI_Fou-de-Bassan-3-29122022-Sortie-Camargue.jpg” alt=”Northern Gannet” title_text=”Fou de Bassan” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”4_4″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

Scaling Ecological Expertise<\/h2>\n

For Karim Mehah, Head of Service & Delivery, Environment & Climate Unit at CLS, the project demonstrates how innovation can support environmental stewardship when applied thoughtfully.<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”2_5,3_5″ _builder_version=”4.27.4″ _module_preset=”default” background_color=”#f5f7fa” custom_margin=”||||false|false” custom_padding=”40px|40px||40px|false|true” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”2_5″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]

\"Karim

Karim Mehah, Head of Service & Delivery, Environment & Climate, CLS<\/p><\/div>[\/et_pb_text][\/et_pb_column][et_pb_column type=”3_5″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

Karim Mehah, Head of Service & Delivery, Environment & Climate, CLS:<\/h3>\n

“Artificial intelligence is often discussed in terms of its environmental footprint. We believe the conversation should also focus on how AI is designed and what purpose it serves. In this project, we are using a frugal AI approach to help understand and protect biodiversity on a regional scale.<\/p>\n

By combining satellite observation, ecological expertise and targeted machine learning, we can generate valuable environmental intelligence while remaining consistent with the sustainability objectives we are trying to support.”<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”3_5,2_5″ _builder_version=”4.27.4″ _module_preset=”default” background_color=”#f5f7fa” custom_padding=”|40px||40px|false|true” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”3_5″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

Carole Delga, President of The Occitanie \/ Midi Pyr\u00e9n\u00e9es-M\u00e9diterran\u00e9e Region:<\/h3>\n

\u201cProtecting biodiversity means investing in the future of our region and of future generations. With this unprecedented mapping initiative, the Region is equipping itself with a strategic tool to anticipate the impacts of climate change, better manage land artificialisation, and support more sustainable and responsible territorial development.<\/p>\n

This is a strong commitment to preserving our natural heritage and improving the well-being of our communities. CLS embodies the excellence of the regional space industry, firmly rooted in Occitanie and recognized internationally. I am proud that the Occitanie Region can draw on their expertise to support this ambitious and transformative project for our territory.”<\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=”2_5″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]

\"Carole

Carole Delga, President of the Occitanie \/ Pyr\u00e9n\u00e9es-M\u00e9diterran\u00e9e Region:<\/p><\/div>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”40px||40px||true|false” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”4_4″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”||5px||false|false” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

As biodiversity loss and climate change continue to reshape landscapes around the world, the ability to observe nature from space, validate it on the ground and transform it into actionable intelligence may become an increasingly important tool for governments and territories seeking to protect natural ecosystems.<\/p>\n

The Occitanie programme offers a practical example of how technology, when combined with scientific expertise and designed responsibly, can help turn data into action for nature.<\/p>\n

[\/et_pb_text][et_pb_button button_url=”@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6Ijk1In19@” button_text=”Contact our teams” button_alignment=”center” _builder_version=”4.27.4″ _dynamic_attributes=”button_url” _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][\/et_pb_button][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”2_3,1_3″ _builder_version=”4.27.4″ _module_preset=”default” background_color=”#f5f7fa” custom_padding=”40px|40px|40px|40px|true|true” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_column type=”2_3″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

More about the Occitanie \/ Pyr\u00e9n\u00e9es-M\u00e9diterran\u00e9e Region<\/h2>\n

[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”post_content”]<\/p>\n

The Occitanie \/ Pyr\u00e9n\u00e9es-M\u00e9diterran\u00e9e Region<\/a> is a regional authority committed to serving its residents and supporting local stakeholders. Through its responsibilities in regional planning, economic development, ecological transition, transportation, education, and vocational training, it designs and implements ambitious public policies tailored to today\u2019s challenges.<\/p>\n

Actively engaged in environmental transition and biodiversity conservation, the Region supports local initiatives, fosters innovation, and promotes scientific and institutional collaboration to advance sustainable and responsible development.<\/p>\n

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France. As climate change accelerates and pressure on natural ecosystems intensifies, governments face a growing challenge: how can they protect biodiversity when the natural world is changing faster than they can measure it? A major biodiversity mapping programme in southern France is combining satellite technology, ecological expertise and frugal AI to help territories adapt to […]<\/p>\n","protected":false},"author":7,"featured_media":250285,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","inline_featured_image":false,"footnotes":""},"categories":[89,361,270],"tags":[],"class_list":["post-250284","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-environment-and-climate","category-land-management","category-press"],"_links":{"self":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/posts\/250284","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/comments?post=250284"}],"version-history":[{"count":16,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/posts\/250284\/revisions"}],"predecessor-version":[{"id":250340,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/posts\/250284\/revisions\/250340"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/media\/250285"}],"wp:attachment":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/media?parent=250284"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/categories?post=250284"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/tags?post=250284"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}