{"id":24229,"date":"2024-04-25T14:48:19","date_gmt":"2024-04-25T12:48:19","guid":{"rendered":"https:\/\/blog.ptvlogistics.com\/?p=24229"},"modified":"2024-04-29T10:13:03","modified_gmt":"2024-04-29T08:13:03","slug":"la-planification-transport-revolutionnee-par-lintelligence-artificielle","status":"publish","type":"post","link":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/","title":{"rendered":"La planification transport r\u00e9volutionn\u00e9e par l\u2019intelligence artificielle ?"},"content":{"rendered":"

[vc_row][vc_column][vc_column_text]<\/p>\n

Intelligence Artificielle : d\u00e9finition<\/h3>\n

\u00ab\u00a0Ensemble des th\u00e9ories et des techniques d\u00e9veloppant des programmes informatiques complexes, capables de simuler certains traits de l\u2019intelligence humaine, comme le raisonnement et l\u2019apprentissage\u00a0\u00bb. Cette d\u00e9finition de l\u2019Intelligence Artificielle (IA) montre \u00e0 quel point ce nouvel outil peut \u00eatre utile dans des secteurs d\u2019activit\u00e9, comme la logistique, o\u00f9 le nombre et la complexit\u00e9 des param\u00e8tres \u00e0 prendre en compte ne cesse d\u2019augmenter. Jusqu\u2019alors trait\u00e9e manuellement ou travaill\u00e9e sur un simple fichier Excel, la planification des transports peut par exemple attendre beaucoup de l\u2019IA, avec des capacit\u00e9s d\u2019optimisation in\u00e9gal\u00e9es par l\u2019intelligence humaine.Mais avant d\u2019en esp\u00e9rer trop, il est crucial de comprendre ce dont il s\u2019agit.[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text]<\/p>\n

L\u2019intelligence artificielle n\u2019existe pas<\/b><\/h3>\n

[\/vc_column_text][\/vc_column][vc_column width=”1\/2″][vc_single_image image=”24351″ img_size=”500×500″][\/vc_column][vc_column width=”1\/2″][vc_column_text]Dans son livre “L’intelligence artificielle n’existe pas : Comment la penser autrement”, Luc Julia, un sp\u00e9cialiste de renom dans le domaine de l’IA, met en avant l’id\u00e9e que l’IA vise principalement \u00e0 compl\u00e9ter et \u00e0 \u00e9tendre les capacit\u00e9s cognitives humaines, plut\u00f4t qu’\u00e0 reproduire exactement l’intelligence humaine. <\/em>Selon lui, il s\u2019agirait d\u2019une forme d\u2019intelligence \u00ab augment\u00e9e \u00bb plut\u00f4t que d\u2019une intelligence \u00ab artificielle \u00bb.<\/p>\n

L\u2019IA est en effet un formidable moyen de lib\u00e9rer l\u2019humain de t\u00e2ches r\u00e9p\u00e9titives ou multifactorielles chronophages et lui permet d\u2019apporter sa valeur ajout\u00e9e dans des activit\u00e9s plus strat\u00e9giques<\/strong>. Elle ne vient donc pas \u00e0 proprement parler le remplacer, mais plut\u00f4t l\u2019assister. Ainsi, l\u2019IA, bien programm\u00e9e, peut \u00eatre utilis\u00e9e pour traiter et analyser des masses de donn\u00e9es, plus rapidement et plus efficacement qu\u2019un humain pourrait le faire.<\/p>\n

Elle devient une v\u00e9ritable aide \u00e0 la d\u00e9cision (data-driven decisions), en g\u00e9n\u00e9rant, parfois m\u00eame en temps r\u00e9el, des indicateurs et des recommandations pertinentes, que l\u2019humain viendra exploiter. Cette collaboration homme-machine est une approche \u00e9mergente, particuli\u00e8rement appr\u00e9ci\u00e9e dans la r\u00e9solution de probl\u00e8mes complexes.<\/strong><\/p>\n

[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column width=”1\/2″][vc_column_text]<\/p>\n

L\u2019humain reste central dans l’ I.A.<\/strong><\/h3>\n

[\/vc_column_text][vc_column_text]L\u2019utilisation de l\u2019IA promet ainsi de d\u00e9passer les limitations naturelles de l\u2019intelligence humaine, avec des capacit\u00e9s de traitement d\u2019une multitude de param\u00e8tres plus \u00e9tendues. Gr\u00e2ce \u00e0 ses algorithmes d\u2019apprentissage automatique, elle peut, par exemple, d\u00e9tecter des signaux faibles, des sch\u00e9mas subtils, que le cerveau humain ne saurait voir.De la m\u00eame fa\u00e7on, en ce qui concerne le transport, ses algorithmes d\u2019optimisation peuvent aboutir \u00e0 des solutions contre-intuitives pour l\u2019humain, alors qu\u2019elles sont en parfaite ad\u00e9quation avec les r\u00e8gles m\u00e9tiers<\/strong> qu\u2019on lui aura communiqu\u00e9.[\/vc_column_text][\/vc_column][vc_column width=”1\/2″][vc_single_image image=”24361″ img_size=”500×500″ alignment=”right”][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text]Aussi puissante qu\u2019elle soit, pour augmenter la capacit\u00e9 de l\u2019humain \u00e0 optimiser des plans de transport, l\u2019IA a en effet besoin d\u2019\u00eatre aliment\u00e9e par les bonnes donn\u00e9es, qu\u2019elles soient patrimoniales (entrep\u00f4ts, clients, v\u00e9hicules\u2026) ou de flux (commandes, ordres de transport, etc.) et que les r\u00e8gles m\u00e9tiers lui aient \u00e9t\u00e9 fournies afin que les solutions propos\u00e9es restent coh\u00e9rentes et applicables dans le monde r\u00e9el. L\u2019interaction homme-machine reste donc essentielle pour que les capacit\u00e9s de l\u2019un et de l\u2019autre soient utilis\u00e9es \u00e0 leur maximum.<\/strong>[\/vc_column_text][vc_column_text]<\/p>\n

La puissance de l’ I.A combin\u00e9e \u00e0 l\u2019intelligence de l\u2019humain : une planification performante et dynamique<\/strong><\/h3>\n

L\u2019intelligence artificielle permet donc de traiter en quelques minutes des milliers d\u2019ordre de transport, tout en prenant en compte une multitude de param\u00e8tres, tant sur les contraintes li\u00e9es \u00e0 l\u2019activit\u00e9 que sur les r\u00e8gles m\u00e9tiers qui doivent \u00eatre respect\u00e9es. Le principal avantage de cet outil de pointe dans le domaine de la logistique et du transport de marchandises tient donc \u00e0 sa capacit\u00e9 d\u2019effectuer des calculs d\u2019une extr\u00eame complexit\u00e9, en un temps record, inaccessible \u00e0 l\u2019humain. R\u00e9soudre des probl\u00e8mes d\u2019optimisation combinatoire en quelques secondes, avec une quantit\u00e9 ph\u00e9nom\u00e9nale de donn\u00e9es, n\u2019est en effet pas humain<\/strong>\u2026 Pour la planification op\u00e9rationnelle de transport de marchandises, cette vitesse de calcul accrue permet ainsi de prendre en compte plus de param\u00e8tres. Par exemple, quand il s\u2019agit de l’affectation des ressources (v\u00e9hicules, conducteurs, entrep\u00f4ts) pour des livraisons sp\u00e9cifiques, l’IA peut \u00e9tudier instantan\u00e9ment des dizaines voire des centaines de variables, comme les horaires de disponibilit\u00e9 des conducteurs, les capacit\u00e9s de chargement des camions, ou encore les exigences sp\u00e9cifiques des clients et les obligations r\u00e9glementaires. Elle facilite les ajustements dynamiques et maximise l\u2019efficacit\u00e9 op\u00e9rationnelle pour une satisfaction client accrue. L\u2019IA peut \u00e9galement int\u00e9grer aussi bien des contraintes dures que des contraintes souples pour orienter les pr\u00e9conisations faites aux planificateurs. N\u00e9anmoins, c\u2019est \u00e0 l\u2019humain de bien d\u00e9finir les r\u00e8gles absolues et celles qui peuvent \u00eatre ignor\u00e9es ou d\u00e9pass\u00e9es selon le contexte, et c\u2019est \u00e9galement \u00e0 lui de d\u00e9cider des p\u00e9nalit\u00e9s qui favorisent ou d\u00e9couragent certains comportements<\/strong>.[\/vc_column_text][vc_single_image image=”23610″ img_size=”medium” alignment=”center”][vc_column_text]<\/p>\n

L’ I.A : \u00e0 grands pouvoirs, grandes responsabilit\u00e9s<\/b><\/h3>\n

La vitesse de calcul de l\u2019IA donne la possibilit\u00e9 aux planificateurs de jouer plusieurs sc\u00e9narios avant de prendre une d\u00e9cision, avec des alternatives id\u00e9ales d\u2019optimisation et d\u2019ordonnancement dynamique. La planification tactique et strat\u00e9gique effectu\u00e9e gr\u00e2ce \u00e0 la comparaison de sc\u00e9narios vient ainsi compl\u00e9ter la planification op\u00e9rationnelle en temps r\u00e9el. Elle ouvre \u00e9galement la voie \u00e0 de nouveaux usages et aux innovations, notamment en facilitant la mise en place de pratiques plus respectueuses de l\u2019environnement, comme la slow logistics<\/em> ou encore la logistique circulaire.<\/p>\n

Mais attention, l\u2019int\u00e9gration de l\u2019IA, qui n\u00e9cessite la collecte de nombreuses donn\u00e9es de bonne qualit\u00e9, impose une r\u00e9flexion en mati\u00e8re de gouvernance<\/strong>. Les entreprises qui d\u00e9sirent adopter des strat\u00e9gies innovantes bas\u00e9es sur l\u2019IA pour renforcer leur comp\u00e9titivit\u00e9 et alimenter leur strat\u00e9gie RSE, doivent non seulement investir dans des technologies robustes mais aussi dans des process qui garantissent une utilisation responsable et \u00e9thique de l\u2019IA pour la planification des transports<\/strong>.[\/vc_column_text][vc_cta h2=”” shape=”square” style=”flat” color=”black” add_button=”bottom” btn_title=”PTV OptiFlow” btn_style=”flat” btn_shape=”square” btn_color=”white” btn_link=”url:https%3A%2F%2Fwww.ptvlogistics.com%2Ffr%2Fproduits%2Foptiflow|target:_blank”]<\/p>\n

Nos algorithmes derni\u00e8re g\u00e9n\u00e9ration<\/h2>\n

D\u00e9couvrez la puissance de nos algorithmes d’optimisation de tourn\u00e9es[\/vc_cta][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

Que l\u2019on s\u2019en inqui\u00e8te ou que l\u2019on y place beaucoup d\u2019espoir, l\u2019intelligence artificielle questionne dans tous les secteurs d\u2019activit\u00e9. En mati\u00e8re de logistique, la complexit\u00e9 croissante des param\u00e8tres \u00e0 prendre en compte pour une satisfaction client optimale fait de l\u2019IA un outil plus qu\u2019int\u00e9ressant. […]<\/p>\n

Lire plus<\/a><\/p>\n","protected":false},"author":114,"featured_media":24285,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[735],"tags":[8298,8299],"class_list":["post-24229","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-transport-et-logistique","tag-i-a","tag-intelligence-artificielle"],"yoast_head":"\nI.A et Planification Transport| PTV Logistics Blog<\/title>\n<meta name=\"description\" content=\"L\u2019intelligence Artificielle r\u00e9volutionne la planification transport ?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"I.A et Planification Transport| PTV Logistics Blog\" \/>\n<meta property=\"og:description\" content=\"L\u2019intelligence Artificielle r\u00e9volutionne la planification transport ?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/\" \/>\n<meta property=\"og:site_name\" content=\"PTV Logistics Blog\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-25T12:48:19+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T08:13:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/blog.ptvlogistics.com\/wp-content\/uploads\/2024\/04\/AI_API_Planification_Trafic-Digital_1100x619.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1100\" \/>\n\t<meta property=\"og:image:height\" content=\"619\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Jean-Micha\u00ebl Carli\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jean-Micha\u00ebl Carli\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/\"},\"author\":{\"name\":\"Jean-Micha\u00ebl Carli\",\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/#\\\/schema\\\/person\\\/871d1798eb90572587c769aadaf84296\"},\"headline\":\"La planification transport r\u00e9volutionn\u00e9e par l\u2019intelligence artificielle ?\",\"datePublished\":\"2024-04-25T12:48:19+00:00\",\"dateModified\":\"2024-04-29T08:13:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/\"},\"wordCount\":1218,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/AI_API_Planification_Trafic-Digital_1100x619.jpg\",\"keywords\":[\"I.A.\",\"Intelligence Artificielle\"],\"articleSection\":[\"Transport et Logistique\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/\",\"url\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/\",\"name\":\"I.A et Planification Transport| PTV Logistics Blog\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/AI_API_Planification_Trafic-Digital_1100x619.jpg\",\"datePublished\":\"2024-04-25T12:48:19+00:00\",\"dateModified\":\"2024-04-29T08:13:03+00:00\",\"description\":\"L\u2019intelligence Artificielle r\u00e9volutionne la planification transport ?\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/#primaryimage\",\"url\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/AI_API_Planification_Trafic-Digital_1100x619.jpg\",\"contentUrl\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/AI_API_Planification_Trafic-Digital_1100x619.jpg\",\"width\":1100,\"height\":619},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/transport-et-logistique\\\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Startseite\",\"item\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"La planification transport r\u00e9volutionn\u00e9e par l\u2019intelligence artificielle ?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/\",\"name\":\"PTV Logistics Blog\",\"description\":\"Nous proposons des technologies qui disposent des meilleurs algorithmes et donn\u00e9es pour r\u00e9aliser des \u00e9conomies sur les co\u00fbts logistiques et les \u00e9missions.\",\"publisher\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/#organization\",\"name\":\"PTV Logistics\",\"url\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/PTV_Logistics_black_black.png\",\"contentUrl\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/PTV_Logistics_black_black.png\",\"width\":1479,\"height\":266,\"caption\":\"PTV Logistics\"},\"image\":{\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/be.linkedin.com\\\/company\\\/ptvlogistics\",\"https:\\\/\\\/www.youtube.com\\\/@PTVGroupLogistics\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/en\\\/#\\\/schema\\\/person\\\/871d1798eb90572587c769aadaf84296\",\"name\":\"Jean-Micha\u00ebl Carli\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/81846588e2e46611de6de3ac3a574c5457fb9c73be990bda7e0aaa89b268a297?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/81846588e2e46611de6de3ac3a574c5457fb9c73be990bda7e0aaa89b268a297?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/81846588e2e46611de6de3ac3a574c5457fb9c73be990bda7e0aaa89b268a297?s=96&d=mm&r=g\",\"caption\":\"Jean-Micha\u00ebl Carli\"},\"description\":\"25 years of experience in the world of transport, on both business and editor sides, have led Jean-Micha\u00ebl to become an ardent advocate of slow logistics and an ethical use of technology to decarbonize transport and transform it sustainably.\",\"url\":\"https:\\\/\\\/blog.ptvlogistics.com\\\/fr\\\/author\\\/jean-michael-carli\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"I.A et Planification Transport| PTV Logistics Blog","description":"L\u2019intelligence Artificielle r\u00e9volutionne la planification transport ?","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:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/","og_locale":"fr_FR","og_type":"article","og_title":"I.A et Planification Transport| PTV Logistics Blog","og_description":"L\u2019intelligence Artificielle r\u00e9volutionne la planification transport ?","og_url":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/","og_site_name":"PTV Logistics Blog","article_published_time":"2024-04-25T12:48:19+00:00","article_modified_time":"2024-04-29T08:13:03+00:00","og_image":[{"width":1100,"height":619,"url":"https:\/\/blog.ptvlogistics.com\/wp-content\/uploads\/2024\/04\/AI_API_Planification_Trafic-Digital_1100x619.jpg","type":"image\/jpeg"}],"author":"Jean-Micha\u00ebl Carli","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Jean-Micha\u00ebl Carli","Dur\u00e9e de lecture estim\u00e9e":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/#article","isPartOf":{"@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/"},"author":{"name":"Jean-Micha\u00ebl Carli","@id":"https:\/\/blog.ptvlogistics.com\/en\/#\/schema\/person\/871d1798eb90572587c769aadaf84296"},"headline":"La planification transport r\u00e9volutionn\u00e9e par l\u2019intelligence artificielle ?","datePublished":"2024-04-25T12:48:19+00:00","dateModified":"2024-04-29T08:13:03+00:00","mainEntityOfPage":{"@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/"},"wordCount":1218,"commentCount":0,"publisher":{"@id":"https:\/\/blog.ptvlogistics.com\/en\/#organization"},"image":{"@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/#primaryimage"},"thumbnailUrl":"https:\/\/blog.ptvlogistics.com\/wp-content\/uploads\/2024\/04\/AI_API_Planification_Trafic-Digital_1100x619.jpg","keywords":["I.A.","Intelligence Artificielle"],"articleSection":["Transport et Logistique"],"inLanguage":"fr-FR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/","url":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/","name":"I.A et Planification Transport| PTV Logistics Blog","isPartOf":{"@id":"https:\/\/blog.ptvlogistics.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/#primaryimage"},"image":{"@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/#primaryimage"},"thumbnailUrl":"https:\/\/blog.ptvlogistics.com\/wp-content\/uploads\/2024\/04\/AI_API_Planification_Trafic-Digital_1100x619.jpg","datePublished":"2024-04-25T12:48:19+00:00","dateModified":"2024-04-29T08:13:03+00:00","description":"L\u2019intelligence Artificielle r\u00e9volutionne la planification transport ?","breadcrumb":{"@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/#primaryimage","url":"https:\/\/blog.ptvlogistics.com\/wp-content\/uploads\/2024\/04\/AI_API_Planification_Trafic-Digital_1100x619.jpg","contentUrl":"https:\/\/blog.ptvlogistics.com\/wp-content\/uploads\/2024\/04\/AI_API_Planification_Trafic-Digital_1100x619.jpg","width":1100,"height":619},{"@type":"BreadcrumbList","@id":"https:\/\/blog.ptvlogistics.com\/fr\/transport-et-logistique\/la-planification-transport-revolutionnee-par-lintelligence-artificielle\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Startseite","item":"https:\/\/blog.ptvlogistics.com\/fr\/"},{"@type":"ListItem","position":2,"name":"La planification transport r\u00e9volutionn\u00e9e par l\u2019intelligence artificielle ?"}]},{"@type":"WebSite","@id":"https:\/\/blog.ptvlogistics.com\/en\/#website","url":"https:\/\/blog.ptvlogistics.com\/en\/","name":"PTV Logistics Blog","description":"Nous proposons des technologies qui disposent des meilleurs algorithmes et donn\u00e9es pour r\u00e9aliser des \u00e9conomies sur les co\u00fbts logistiques et les \u00e9missions.","publisher":{"@id":"https:\/\/blog.ptvlogistics.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/blog.ptvlogistics.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/blog.ptvlogistics.com\/en\/#organization","name":"PTV Logistics","url":"https:\/\/blog.ptvlogistics.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/blog.ptvlogistics.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/blog.ptvlogistics.com\/wp-content\/uploads\/2023\/08\/PTV_Logistics_black_black.png","contentUrl":"https:\/\/blog.ptvlogistics.com\/wp-content\/uploads\/2023\/08\/PTV_Logistics_black_black.png","width":1479,"height":266,"caption":"PTV Logistics"},"image":{"@id":"https:\/\/blog.ptvlogistics.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/be.linkedin.com\/company\/ptvlogistics","https:\/\/www.youtube.com\/@PTVGroupLogistics"]},{"@type":"Person","@id":"https:\/\/blog.ptvlogistics.com\/en\/#\/schema\/person\/871d1798eb90572587c769aadaf84296","name":"Jean-Micha\u00ebl Carli","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/81846588e2e46611de6de3ac3a574c5457fb9c73be990bda7e0aaa89b268a297?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/81846588e2e46611de6de3ac3a574c5457fb9c73be990bda7e0aaa89b268a297?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/81846588e2e46611de6de3ac3a574c5457fb9c73be990bda7e0aaa89b268a297?s=96&d=mm&r=g","caption":"Jean-Micha\u00ebl Carli"},"description":"25 years of experience in the world of transport, on both business and editor sides, have led Jean-Micha\u00ebl to become an ardent advocate of slow logistics and an ethical use of technology to decarbonize transport and transform it sustainably.","url":"https:\/\/blog.ptvlogistics.com\/fr\/author\/jean-michael-carli\/"}]}},"_links":{"self":[{"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/posts\/24229","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/users\/114"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/comments?post=24229"}],"version-history":[{"count":57,"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/posts\/24229\/revisions"}],"predecessor-version":[{"id":24372,"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/posts\/24229\/revisions\/24372"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/media\/24285"}],"wp:attachment":[{"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/media?parent=24229"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/categories?post=24229"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.ptvlogistics.com\/fr\/wp-json\/wp\/v2\/tags?post=24229"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}