To address this need, CLS developed a comprehensive Land Use & Land Cover (LULC) solution for Marseille. It provides a detailed portrait of the territory and reveals the dynamics driving its evolution. <\/p>\n
![\"Participants](\"https:\/\/www.cls.fr\/wp-content\/uploads\/2025\/11\/Participants-event-Smart-City.jpg\")
S\u00e9bastien Delbour and Nicolas Kulpinski<\/p><\/div>\n
Satellite imagery + AI: a decisive combination<\/h3>\n
To obtain this level of detail, CLS relies on:<\/p>\n
- \n
- Both open-access and commercial satellite imagery<\/strong><\/li>\n
- AI algorithms to extract urban features<\/li>\n
- GIS data and recognised domain expertise<\/li>\n<\/ul>\n
The result is a decision-support tool capable of monitoring land consumption, identifying changes, and anticipating risks. It also supports sustainable urban development in line with regulatory frameworks. <\/p>\n
This approach can be replicated in any city. It is built on global access to satellite imagery and benefits from increasingly rich urban geospatial data. It is also advancing rapidly thanks to progress in AI, which enhances analytical precision year after year. <\/p>\n
[\/et_pb_text][et_pb_button button_url=”https:\/\/www.cls.fr\/en\/solutions\/environment-and-climate\/land-management-air-quality-land-artificialization\/” button_text=”Taking action across the territory” button_alignment=”center” _builder_version=”4.27.4″ _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″][\/et_pb_button][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”]<\/p>\n
Smart City: CLS\u2019s commitment to the ZAN Challenge<\/h2>\n
This work carried out in Marseille is part of a national priority: meeting France\u2019s ZAN (Zero Net Land Take) objectives.<\/p>\n
Since 2006, France has been converting around 20,000 hectares of land every year, a pace that is profoundly reshaping its territories. This growth is making soils increasingly impermeable, heightening the risks of floods and heatwaves. <\/p>\n
It also leads to a massive loss of biodiversity and contributes to widening territorial inequalities. All of this is unfolding against a backdrop of fragile natural areas and urban zones that are sometimes under significant pressure. <\/p>\n
To reverse this trend, public authorities need precise, objective and dynamic data. CLS addresses this need thanks to: <\/p>\n
- \n
- Over 30 years of experience in mapping<\/li>\n
- 50% of French cities already mapped<\/li>\n
- 300 SCOTs analysed in high resolution<\/li>\n
- Expert teams of geographers, urban planners, geomatics specialists and scientists<\/li>\n<\/ul>\n
Dynamic data for resilient territories<\/h3>\n
CLS offers solutions tailored to each territory, including:<\/p>\n
- \n
- Land-use mapping from macro to micrometre scale<\/li>\n
- Historical, current and predictive datasets<\/li>\n
- Detection of areas that can be renaturalised or that have been artificially developed<\/li>\n
- Databases to track land consumption<\/li>\n<\/ul>\n
This information enables robust, agile territorial governance that is fully aligned with regulatory requirements.<\/p>\n
[\/et_pb_text][et_pb_button button_url=”https:\/\/www.cls.fr\/en\/solutions\/environment-and-climate\/land-management-air-quality-land-artificialization\/urbanization-zan-challenge\/” button_text=”Learn more about the ZAN Challenge” button_alignment=”center” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][\/et_pb_button][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”]<\/p>\n
Near real-time monitoring<\/h2>\n
The next major step for any smart city will be the ability to receive near-instant alerts whenever a change occurs within its territory. This may involve a shift in land use, the emergence of a risk zone, or the detection of illegal development. <\/p>\n
Thanks to Earth Observation and AI, this continuous vigilance paves the way for greener, more resilient and better-planned cities.<\/p>\n
[\/et_pb_text][et_pb_button button_url=”@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6Ijk1In19@” button_text=”Contact our team” button_alignment=”center” _builder_version=”4.27.4″ _dynamic_attributes=”button_url” _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"
Understanding a territory is the first step in building a smart city. Yesterday, at the Smart City Expo World Congress in Barcelona, CLS and the Aix-Marseille-Provence Metropolis presented a concrete case study: how Earth Observation and AI make it possible to analyse Marseille\u2019s urban development with unprecedented precision. A mapping approach that transforms urban planning […]<\/p>\n","protected":false},"author":10,"featured_media":248721,"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],"tags":[],"class_list":["post-248722","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-environment-and-climate","category-land-management"],"_links":{"self":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/posts\/248722","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\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/comments?post=248722"}],"version-history":[{"count":16,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/posts\/248722\/revisions"}],"predecessor-version":[{"id":249002,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/posts\/248722\/revisions\/249002"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/media\/248721"}],"wp:attachment":[{"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/media?parent=248722"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/categories?post=248722"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.cls.fr\/en\/wp-json\/wp\/v2\/tags?post=248722"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}