{"id":25,"date":"2021-06-19T15:57:01","date_gmt":"2021-06-19T13:57:01","guid":{"rendered":"https:\/\/acepartnerz.kinsta.cloud\/dstn\/?post_type=projet&p=25"},"modified":"2021-09-30T16:31:17","modified_gmt":"2021-09-30T14:31:17","slug":"deep4-envmonitoring","status":"publish","type":"projet","link":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/","title":{"rendered":"Deep4 EnvMonitoring"},"content":{"rendered":"\n

Titre : <\/strong>Apprentissage profond pour la surveillance environnementale ; d\u00e9charges ill\u00e9gales<\/p>\n\n\n\n

Type de projet : <\/strong>Projet de recherche (4 ans)<\/p>\n\n\n\n

R\u00e9sum\u00e9 : <\/strong>
Ce projet aborde la gestion de l’environnement \u00e0 l’aide de DeepLearning et d’images de Drone ; plus pr\u00e9cis\u00e9ment la surveillance de petites d\u00e9charges clandestines. En effet, malgr\u00e9 la collecte des d\u00e9chets domestiques par les services municipaux et leur d\u00e9p\u00f4t dans des d\u00e9charges officielles, on trouve encore des d\u00e9charges ill\u00e9gales dans l’ensemble des pays africains. Cela pose de s\u00e9rieux probl\u00e8mes sanitaires et environnementaux. Il est donc urgent d’identifier en temps r\u00e9el ces d\u00e9charges ill\u00e9gales afin d’\u00e9viter leur apparition et leur prolif\u00e9ration. Ce suivi, cette g\u00e9olocalisation et cette caract\u00e9risation peuvent \u00e9galement donner une meilleure fa\u00e7on de traiter les d\u00e9charges ill\u00e9gales \u00e0 un co\u00fbt minimal. <\/p>\n\n\n\n

C’est pourquoi nous utilisons un r\u00e9seau de neurones convolutifs (CNN) qui extrait les caract\u00e9ristiques des images ou des vid\u00e9os et permet la reconnaissance. Il est bien connu qu’avec les CNN, on peut reconna\u00eetre des motifs dans un cadre sp\u00e9cifique, mais dans ce projet, nous voulons d\u00e9montrer la possibilit\u00e9 d’un encodage indirect des poids des r\u00e9seaux neuronaux profonds compos\u00e9s de milliers de connexions. Cela permettra \u00e0 partir de r\u00e9seaux profonds faisant de la reconnaissance d’image (comme celui qui d\u00e9tecte d\u00e9j\u00e0 les d\u00e9chets) d’\u00e9voluer vers un hyper r\u00e9seau rassemblant diff\u00e9rents motifs et \u00e9tant \u00e9volutif avec la possibilit\u00e9 d’int\u00e9grer des motifs inconnus comme des constructions pr\u00e9caires ou inachev\u00e9es, des utilisations anarchiques ou ill\u00e9gales du sol, la croissance des cultures, etc.<\/p>\n\n\n\n

L’\u00e9laboration de plans de vol automatiques pour le drone en fonction de l’objectif de surveillance (petites d\u00e9charges clandestines, constructions pr\u00e9caires ou inachev\u00e9es, utilisations anarchiques ou ill\u00e9gales des terres, croissance des cultures…) est un autre objectif de ce projet qui implique jusqu’\u00e0 pr\u00e9sent des partenaires du S\u00e9n\u00e9gal\/B\u00e9nin\/France et des \u00e9tudiants en doctorat\/ma\u00eetrise.<\/p>\n","protected":false},"excerpt":{"rendered":"

Titre : Apprentissage profond pour la surveillance environnementale ; d\u00e9charges ill\u00e9gales Type de projet : Projet de recherche (4 ans) R\u00e9sum\u00e9 : Ce projet aborde la gestion de l’environnement \u00e0 l’aide de DeepLearning et d’images de Drone ; plus pr\u00e9cis\u00e9ment la surveillance de petites d\u00e9charges clandestines. En effet, malgr\u00e9 la collecte des d\u00e9chets domestiques par […]<\/p>\n","protected":false},"featured_media":253,"menu_order":0,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false},"type-projet":[],"class_list":["post-25","projet","type-projet","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"\nDeep4 EnvMonitoring - DSTN<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Deep4 EnvMonitoring - DSTN\" \/>\n<meta property=\"og:description\" content=\"Titre : Apprentissage profond pour la surveillance environnementale ; d\u00e9charges ill\u00e9gales Type de projet : Projet de recherche (4 ans) R\u00e9sum\u00e9 : Ce projet aborde la gestion de l’environnement \u00e0 l’aide de DeepLearning et d’images de Drone ; plus pr\u00e9cis\u00e9ment la surveillance de petites d\u00e9charges clandestines. En effet, malgr\u00e9 la collecte des d\u00e9chets domestiques par […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/\" \/>\n<meta property=\"og:site_name\" content=\"DSTN\" \/>\n<meta property=\"article:modified_time\" content=\"2021-09-30T14:31:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ace-partner.org\/dstn\/wp-content\/uploads\/sites\/2\/2021\/06\/AdobeStock_455022142-min-min.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1708\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/projet\\\/deep4-envmonitoring\\\/\",\"url\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/projet\\\/deep4-envmonitoring\\\/\",\"name\":\"Deep4 EnvMonitoring - DSTN\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/projet\\\/deep4-envmonitoring\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/projet\\\/deep4-envmonitoring\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2021\\\/06\\\/AdobeStock_455022142-min-min.jpg\",\"datePublished\":\"2021-06-19T13:57:01+00:00\",\"dateModified\":\"2021-09-30T14:31:17+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/projet\\\/deep4-envmonitoring\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/projet\\\/deep4-envmonitoring\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/projet\\\/deep4-envmonitoring\\\/#primaryimage\",\"url\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2021\\\/06\\\/AdobeStock_455022142-min-min.jpg\",\"contentUrl\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2021\\\/06\\\/AdobeStock_455022142-min-min.jpg\",\"width\":2560,\"height\":1708},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/projet\\\/deep4-envmonitoring\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Deep4 EnvMonitoring\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/#website\",\"url\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/\",\"name\":\"DSTN\",\"description\":\"R\u00e9seau sciences et technologies du num\u00e9rique\",\"publisher\":{\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/#organization\",\"name\":\"DSTN\",\"url\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2022\\\/09\\\/cropped-DSTN_logo_Plan-de-travail-1-4.png\",\"contentUrl\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2022\\\/09\\\/cropped-DSTN_logo_Plan-de-travail-1-4.png\",\"width\":78,\"height\":52,\"caption\":\"DSTN\"},\"image\":{\"@id\":\"https:\\\/\\\/ace-partner.org\\\/dstn\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Deep4 EnvMonitoring - DSTN","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/","og_locale":"fr_FR","og_type":"article","og_title":"Deep4 EnvMonitoring - DSTN","og_description":"Titre : Apprentissage profond pour la surveillance environnementale ; d\u00e9charges ill\u00e9gales Type de projet : Projet de recherche (4 ans) R\u00e9sum\u00e9 : Ce projet aborde la gestion de l’environnement \u00e0 l’aide de DeepLearning et d’images de Drone ; plus pr\u00e9cis\u00e9ment la surveillance de petites d\u00e9charges clandestines. En effet, malgr\u00e9 la collecte des d\u00e9chets domestiques par […]","og_url":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/","og_site_name":"DSTN","article_modified_time":"2021-09-30T14:31:17+00:00","og_image":[{"width":2560,"height":1708,"url":"https:\/\/ace-partner.org\/dstn\/wp-content\/uploads\/sites\/2\/2021\/06\/AdobeStock_455022142-min-min.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Dur\u00e9e de lecture estim\u00e9e":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/","url":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/","name":"Deep4 EnvMonitoring - DSTN","isPartOf":{"@id":"https:\/\/ace-partner.org\/dstn\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/#primaryimage"},"image":{"@id":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/ace-partner.org\/dstn\/wp-content\/uploads\/sites\/2\/2021\/06\/AdobeStock_455022142-min-min.jpg","datePublished":"2021-06-19T13:57:01+00:00","dateModified":"2021-09-30T14:31:17+00:00","breadcrumb":{"@id":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/#primaryimage","url":"https:\/\/ace-partner.org\/dstn\/wp-content\/uploads\/sites\/2\/2021\/06\/AdobeStock_455022142-min-min.jpg","contentUrl":"https:\/\/ace-partner.org\/dstn\/wp-content\/uploads\/sites\/2\/2021\/06\/AdobeStock_455022142-min-min.jpg","width":2560,"height":1708},{"@type":"BreadcrumbList","@id":"https:\/\/ace-partner.org\/dstn\/projet\/deep4-envmonitoring\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/ace-partner.org\/dstn\/"},{"@type":"ListItem","position":2,"name":"Deep4 EnvMonitoring"}]},{"@type":"WebSite","@id":"https:\/\/ace-partner.org\/dstn\/#website","url":"https:\/\/ace-partner.org\/dstn\/","name":"DSTN","description":"R\u00e9seau sciences et technologies du num\u00e9rique","publisher":{"@id":"https:\/\/ace-partner.org\/dstn\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ace-partner.org\/dstn\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/ace-partner.org\/dstn\/#organization","name":"DSTN","url":"https:\/\/ace-partner.org\/dstn\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/ace-partner.org\/dstn\/#\/schema\/logo\/image\/","url":"https:\/\/ace-partner.org\/dstn\/wp-content\/uploads\/sites\/2\/2022\/09\/cropped-DSTN_logo_Plan-de-travail-1-4.png","contentUrl":"https:\/\/ace-partner.org\/dstn\/wp-content\/uploads\/sites\/2\/2022\/09\/cropped-DSTN_logo_Plan-de-travail-1-4.png","width":78,"height":52,"caption":"DSTN"},"image":{"@id":"https:\/\/ace-partner.org\/dstn\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/ace-partner.org\/dstn\/wp-json\/wp\/v2\/projet\/25","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ace-partner.org\/dstn\/wp-json\/wp\/v2\/projet"}],"about":[{"href":"https:\/\/ace-partner.org\/dstn\/wp-json\/wp\/v2\/types\/projet"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ace-partner.org\/dstn\/wp-json\/wp\/v2\/media\/253"}],"wp:attachment":[{"href":"https:\/\/ace-partner.org\/dstn\/wp-json\/wp\/v2\/media?parent=25"}],"wp:term":[{"taxonomy":"type-projet","embeddable":true,"href":"https:\/\/ace-partner.org\/dstn\/wp-json\/wp\/v2\/type-projet?post=25"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}