Les r\u00e9seaux de chaleur urbains permettent de mobiliser d’importants gisements d’\u00e9nergie renouvelable et de r\u00e9cup\u00e9ration difficiles d’exploitation en zones urbaines, constituant ainsi une r\u00e9ponse clef aux objectifs de transition \u00e9nerg\u00e9tique. Ils pr\u00e9sentent toutefois des difficult\u00e9s r\u00e9currentes en termes de r\u00e9gulation pour atteindre leurs objectifs (efficacit\u00e9, d\u00e9carbonation\u2026), du fait de la multiplicit\u00e9 et des sp\u00e9cificit\u00e9s des sous-stations d\u2019\u00e9change entre le r\u00e9seau de distribution et les diff\u00e9rents consommateurs finaux. Une r\u00e9ponse \u00e0 cette probl\u00e9matique peut \u00eatre apport\u00e9e par les techniques d\u2019apprentissage profond \u00e0 partir des donn\u00e9es massivement r\u00e9colt\u00e9es en sous-stations, en s\u2019appuyant sur les profils r\u00e9els de demandes de chaque sous-station et les incertitudes associ\u00e9es. Ce projet interdisciplinaire vise ainsi \u00e0 conforter les apports de l\u2019Intelligence Artificielle avanc\u00e9e pour l\u2019analyse et l\u2019optimisation des syst\u00e8mes \u00e9nerg\u00e9tiques complexes de grandes dimensions, tels que les r\u00e9seaux de chaleur urbains, via la proposition de solutions de pilotage globales optimales, adapt\u00e9es aux sp\u00e9cificit\u00e9s de chaque sous-station (apprentissage f\u00e9d\u00e9r\u00e9), et \u00e9volutive (apprentissage par renforcement), tout en assurant leur explicabilit\u00e9.<\/p>\n
R\u00e9pondre \u00e0 la probl\u00e9matique du pilotage avanc\u00e9 des syst\u00e8mes \u00e9nerg\u00e9tiques complexes, que son les r\u00e9seaux de chaleur urbain, avec les outils de l\u2019intelligence artificielle. Le projet avance des solutions de pilotage global optimal, adapt\u00e9es aux sp\u00e9cificit\u00e9s et chaque sous-station et \u00e9volutives.<\/p>\n
Responsable scientifique :\u00a0Julien Ramousse
\nPost \u2013 doctorant : Boris Nerot<\/p>\n
Laboratoires<\/strong>\u202f: LOCIE<\/a>, LISTIC<\/a><\/span><\/p>\n Axe\u00a0 : Services et Industries du Futur<\/p>\n Enjeux pour les transitions : <\/b>transition \u00e9nerg\u00e9tique, num\u00e9rique, villes<\/p>\n En cours depuis : AAP 2024<\/p>\n","protected":false},"featured_media":8612,"template":"","meta":{"_acf_changed":false,"_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_seopress_robots_follow":"","_seopress_robots_imageindex":"","_seopress_robots_snippet":"","_seopress_robots_primary_cat":"","_seopress_robots_breadcrumbs":"","_seopress_robots_freeze_modified_date":"","_seopress_robots_custom_modified_date":"","_seopress_robots_canonical":"","_seopress_social_fb_title":"","_seopress_social_fb_desc":"","_seopress_social_fb_img":"","_seopress_social_fb_img_attachment_id":0,"_seopress_social_fb_img_width":0,"_seopress_social_fb_img_height":0,"_seopress_social_twitter_title":"","_seopress_social_twitter_desc":"","_seopress_social_twitter_img":"","_seopress_social_twitter_img_attachment_id":0,"_seopress_social_twitter_img_width":0,"_seopress_social_twitter_img_height":0,"_seopress_redirections_value":"","_seopress_redirections_enabled":"","_seopress_redirections_enabled_regex":"","_seopress_redirections_logged_status":"","_seopress_redirections_param":"","_seopress_redirections_type":0,"_seopress_analysis_target_kw":"","_seopress_news_disabled":"","_seopress_video_disabled":"","_seopress_video":[],"_seopress_pro_schemas_manual":[],"_seopress_pro_rich_snippets_disable_all":"","_seopress_pro_rich_snippets_disable":[],"_seopress_pro_schemas":[],"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":""},"categorie":[80,92,101],"class_list":["post-8135","projet","type-projet","status-publish","has-post-thumbnail","hentry","categorie-en-cours","categorie-axe-sif","categorie-projets"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.univ-smb.fr\/institut-transitions\/wp-json\/wp\/v2\/projet\/8135","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.univ-smb.fr\/institut-transitions\/wp-json\/wp\/v2\/projet"}],"about":[{"href":"https:\/\/www.univ-smb.fr\/institut-transitions\/wp-json\/wp\/v2\/types\/projet"}],"version-history":[{"count":1,"href":"https:\/\/www.univ-smb.fr\/institut-transitions\/wp-json\/wp\/v2\/projet\/8135\/revisions"}],"predecessor-version":[{"id":8609,"href":"https:\/\/www.univ-smb.fr\/institut-transitions\/wp-json\/wp\/v2\/projet\/8135\/revisions\/8609"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.univ-smb.fr\/institut-transitions\/wp-json\/wp\/v2\/media\/8612"}],"wp:attachment":[{"href":"https:\/\/www.univ-smb.fr\/institut-transitions\/wp-json\/wp\/v2\/media?parent=8135"}],"wp:term":[{"taxonomy":"categorie","embeddable":true,"href":"https:\/\/www.univ-smb.fr\/institut-transitions\/wp-json\/wp\/v2\/categorie?post=8135"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}Axes de recherche<\/h2>\n