{"id":21919,"date":"2023-11-24T17:00:31","date_gmt":"2023-11-24T17:00:31","guid":{"rendered":"https:\/\/www.vesamgroup.com\/?p=21919"},"modified":"2026-02-23T17:14:37","modified_gmt":"2026-02-23T17:14:37","slug":"application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels","status":"publish","type":"post","link":"https:\/\/www.vesamgroup.com\/fr\/application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels\/","title":{"rendered":"Application du machine learning et de l\u2019intelligence artificielle pour la d\u00e9tection des dommages structurels"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"21919\" class=\"elementor elementor-21919\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c5005d4 elementor-section-full_width elementor-section-height-default elementor-section-height-default qodef-elementor-content-no\" data-id=\"c5005d4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a477b09\" data-id=\"a477b09\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f84cf33 elementor-widget elementor-widget-text-editor\" data-id=\"f84cf33\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p data-start=\"1483\" data-end=\"1947\">La surveillance de l\u2019\u00e9tat des structures (SHM) a pour objectif principal d\u2019identifier avec pr\u00e9cision l\u2019\u00e9tat actuel d\u2019une structure, en \u00e9valuant les niveaux de dommages et en permettant \u00e9ventuellement de pr\u00e9voir ses performances futures. Ces probl\u00e9matiques peuvent \u00eatre difficiles \u00e0 r\u00e9soudre uniquement avec des techniques de calcul conventionnelles, ce qui ouvre des opportunit\u00e9s li\u00e9es au big data pour l\u2019utilisation de m\u00e9thodologies d\u2019intelligence artificielle.<\/p><p data-start=\"1949\" data-end=\"2277\">Cet article pr\u00e9sente l\u2019int\u00e9gration du Machine Learning (ML) pour la reconnaissance de motifs avec les syst\u00e8mes SHM, \u00e0 travers le d\u00e9veloppement de mod\u00e8les statistiques. Une \u00e9tude de cas d\u2019une tour m\u00e9tallique est pr\u00e9sent\u00e9e, test\u00e9e en laboratoire afin de simuler des dommages structurels par le desserrage de connexions boulonn\u00e9es.<\/p><p><span style=\"font-weight: var( --e-global-typography-text-font-weight );\">\u00a0<\/span><\/p><p data-start=\"909\" data-end=\"980\"><strong data-start=\"909\" data-end=\"922\">AUTEURS |<\/strong> Filipe Santos\u1d43, Eduardo Gon\u00e7alves\u1d47 and Abel J.P. Gomes\u1d9c<\/p><p data-start=\"909\" data-end=\"980\"><span style=\"font-weight: var( --e-global-typography-text-font-weight );\">\u1d43 <\/span>VESAM Engenharia S.A., Zona Industrial de Cantanhede, Lote 69, 3060-197 Cantanhede, Portugal,\u00a0<span style=\"background-color: #ffffff;\">\u1d47\u00a0<\/span>MIRA SYSTEMS Lda, Quinta Vale do Espinhal, EM558 1, 3230-343 Penela, Portugal,\u00a0\u1d9c\u00a0Universidade da Beira Interior, Departamento de Inform\u00e1tica, 6200-001 Covilh\u00e3, Portugal<\/p><p data-start=\"909\" data-end=\"980\"><b>\u00a0<\/b><\/p><p data-start=\"2620\" data-end=\"2690\"><strong>Article pr\u00e9sent\u00e9 au XIV Congr\u00e8s de Construction M\u00e9tallique et Mixte<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-176a79b elementor-widget elementor-widget-stal_core_button\" data-id=\"176a79b\" data-element_type=\"widget\" data-widget_type=\"stal_core_button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<a class=\"qodef-shortcode qodef-m  qodef-button qodef-layout--splitted  qodef-html--link\" href=\"https:\/\/www.vesamgroup.com\/wp-content\/uploads\/2026\/02\/APLICACAO-DE-MACHINE-LEARNING-E-INTELIGENCIA-ARTIFICIAL-PARA-DETECAO-DE-DANOS-ESTRUTURAIS.pdf\" target=\"_blank\"  >\n    <span class=\"qodef-m-text\">\n        Voir l\u2019article        <svg class=\"qodef-m-arrowline\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 63 20\" xml:space=\"preserve\">\n                            <line x1=\"61.6\" y1=\"10\" x2=\"61.6\" y2=\"10\"\/>\n                            <line x1=\"62\" y1=\"10\" x2=\"61.6\" y2=\"10\"\/>\n                            <line x1=\"61.6\" y1=\"10\" x2=\"1\" y2=\"10\"\/>\n                            <path d=\"M61.6,10\"\/>\n                            <line x1=\"61.6\" y1=\"10\" x2=\"61.6\" y2=\"10\"\/>\n                            <line class=\"arrow-up\" x1=\"56.7\" y1=\"5.1\" x2=\"61.6\" y2=\"10\"\/>\n                            <path d=\"M61.6,10\"\/>\n                            <line x1=\"61.6\" y1=\"10\" x2=\"61.6\" y2=\"10\"\/>\n                            <line class=\"arrow-down\" x1=\"61.6\" y1=\"10\" x2=\"56.7\" y2=\"14.9\"\/>\n                        <\/svg>    <\/span>\n    <span class=\"qodef-m-split qodef-split--up\"><\/span>\n    <span class=\"qodef-m-split qodef-split--down\"><\/span>\n<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>La surveillance de l\u2019\u00e9tat des structures (SHM) a pour objectif principal d\u2019identifier avec pr\u00e9cision l\u2019\u00e9tat actuel d\u2019une structure, en \u00e9valuant les niveaux de dommages et en permettant \u00e9ventuellement de pr\u00e9voir ses performances futures. Ces probl\u00e9matiques peuvent \u00eatre difficiles \u00e0 r\u00e9soudre uniquement avec des techniques de calcul conventionnelles, ce qui ouvre des opportunit\u00e9s li\u00e9es au big [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":21895,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[101],"tags":[],"class_list":["post-21919","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Application du machine learning et de l\u2019intelligence artificielle pour la d\u00e9tection des dommages structurels - VESAM<\/title>\n<meta name=\"description\" content=\"Article pr\u00e9sent\u00e9 au XIVe Congr\u00e8s de Construction M\u00e9tallique et Mixte\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.vesamgroup.com\/fr\/application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Application du machine learning et de l\u2019intelligence artificielle pour la d\u00e9tection des dommages structurels - VESAM\" \/>\n<meta property=\"og:description\" content=\"Article pr\u00e9sent\u00e9 au XIVe Congr\u00e8s de Construction M\u00e9tallique et Mixte\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.vesamgroup.com\/fr\/application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels\/\" \/>\n<meta property=\"og:site_name\" content=\"VESAM\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-24T17:00:31+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-23T17:14:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.vesamgroup.com\/wp-content\/uploads\/2026\/02\/simulacao-de-laje-1024x485.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"485\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"S\u00edlvia Carvalho\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"S\u00edlvia Carvalho\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.vesamgroup.com\\\/fr\\\/application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.vesamgroup.com\\\/fr\\\/application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels\\\/\"},\"author\":{\"name\":\"S\u00edlvia Carvalho\",\"@id\":\"https:\\\/\\\/www.vesamgroup.com\\\/fr\\\/#\\\/schema\\\/person\\\/7541dc58dfc5ab0542e291a13346d929\"},\"headline\":\"Application du machine learning et de l\u2019intelligence artificielle pour la d\u00e9tection des dommages structurels\",\"datePublished\":\"2023-11-24T17:00:31+00:00\",\"dateModified\":\"2026-02-23T17:14:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.vesamgroup.com\\\/fr\\\/application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels\\\/\"},\"wordCount\":210,\"publisher\":{\"@id\":\"https:\\\/\\\/www.vesamgroup.com\\\/fr\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.vesamgroup.com\\\/fr\\\/application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.vesamgroup.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/simulacao-de-laje.png\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.vesamgroup.com\\\/fr\\\/application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels\\\/\",\"url\":\"https:\\\/\\\/www.vesamgroup.com\\\/fr\\\/application-du-machine-learning-et-de-lintelligence-artificielle-pour-la-detection-des-dommages-structurels\\\/\",\"name\":\"Application du machine learning et de l\u2019intelligence artificielle pour la d\u00e9tection des dommages structurels - 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