{"id":23257,"date":"2025-01-17T13:59:32","date_gmt":"2025-01-17T12:59:32","guid":{"rendered":"https:\/\/www.tpl-vision.com\/applications\/illuminating-the-future-how-ai-and-machine-vision-lighting-are-transforming-manufacturing\/"},"modified":"2026-03-09T17:28:57","modified_gmt":"2026-03-09T16:28:57","slug":"illuminating-the-future-how-ai-and-machine-vision-lighting-are-transforming-manufacturing","status":"publish","type":"post","link":"https:\/\/www.tpl-vision.com\/fr\/centre-de-ressources\/illuminating-the-future-how-ai-and-machine-vision-lighting-are-transforming-manufacturing\/","title":{"rendered":"\u00c9clairer l&rsquo;avenir : comment l&rsquo;IA et l&rsquo;\u00e9clairage par vision industrielle transforment la production"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"23257\" class=\"elementor elementor-23257 elementor-19870\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-33bc1d65 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"33bc1d65\" 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-4ad64d1\" data-id=\"4ad64d1\" 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-6eb15ffb elementor-widget__width-auto elementor-widget elementor-widget-post-info\" data-id=\"6eb15ffb\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/www.tpl-vision.com\/wp-content\/plugins\/elementor\/assets\/css\/widget-icon-list.min.css\"><link rel=\"stylesheet\" href=\"https:\/\/www.tpl-vision.com\/wp-content\/plugins\/elementor-pro\/assets\/css\/widget-theme-elements.min.css\">\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-69f0b0b elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/www.tpl-vision.com\/fr\/2025\/01\/17\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-calendar\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\tjanvier 17, 2025\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41bd4164 elementor-share-buttons--view-icon elementor-share-buttons--shape-rounded elementor-share-buttons--align-justify elementor-widget__width-auto elementor-share-buttons--skin-gradient elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"41bd4164\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/www.tpl-vision.com\/wp-content\/plugins\/elementor-pro\/assets\/css\/widget-share-buttons.min.css\">\t\t<div class=\"elementor-grid\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"elementor-share-btn elementor-share-btn_linkedin\"\n\t\t\t\t\t\t\trole=\"button\"\n\t\t\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\t\t\taria-label=\"Partager sur linkedin\"\n\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"elementor-share-btn elementor-share-btn_twitter\"\n\t\t\t\t\t\t\trole=\"button\"\n\t\t\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\t\t\taria-label=\"Partager sur twitter\"\n\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"elementor-share-btn elementor-share-btn_print\"\n\t\t\t\t\t\t\trole=\"button\"\n\t\t\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\t\t\taria-label=\"Partager sur print\"\n\t\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-print\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cca48b0 elementor-widget-divider--view-line_icon elementor-view-default elementor-widget-divider--element-align-center elementor-widget elementor-widget-divider\" data-id=\"2cca48b0\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#0c0d0e;--divider-icon-size:20px;--divider-element-spacing:10px;--divider-pattern-height:24px;--divider-pattern-size:20px;--divider-pattern-url:none;--divider-pattern-repeat:repeat-x}.elementor-widget-divider .elementor-divider{display:flex}.elementor-widget-divider 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.elementor-divider-separator,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:after,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}.e-con-inner>.elementor-widget-divider,.e-con>.elementor-widget-divider{width:var(--container-widget-width,100%);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon elementor-divider__element\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-code-branch\"><\/i><\/div>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1efb4517 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1efb4517\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-68c3df5a\" data-id=\"68c3df5a\" 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-68bce901 elementor-widget elementor-widget-text-editor\" data-id=\"68bce901\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>De la robotique \u00e0 <strong>l&rsquo;intelligence artificielle (IA)<\/strong>, les progr\u00e8s technologiques r\u00e9volutionnent la conception, la fabrication et la distribution des produits. Cet article explore l&rsquo;influence de l&rsquo;IA sur l&rsquo;avenir de l&rsquo;industrie manufacturi\u00e8re, les applications qui devraient tirer parti de l&rsquo;IA et comment l&rsquo;\u00e9clairage par vision industrielle peut optimiser les processus de fabrication. <\/p>\n\t\t\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6043b46f\" data-id=\"6043b46f\" 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-89fe592 elementor-widget elementor-widget-image\" data-id=\"89fe592\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2025\/01\/AI-laptop.jpg\" class=\"attachment-large size-large wp-image-19898\" alt=\"Close up of a hand on a laptop keyboard with HTML code and digital interface overlay representing web development\" srcset=\"https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2025\/01\/AI-laptop.jpg 1000w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2025\/01\/AI-laptop-300x200.jpg 300w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2025\/01\/AI-laptop-768x512.jpg 768w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2025\/01\/AI-laptop-600x400.jpg 600w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2025\/01\/AI-laptop-175x117.jpg 175w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2025\/01\/AI-laptop-40x27.jpg 40w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2025\/01\/AI-laptop-55x37.jpg 55w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2025\/01\/AI-laptop-100x67.jpg 100w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4add9c1c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4add9c1c\" 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-1c0432a2\" data-id=\"1c0432a2\" 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-380ea087 elementor-widget elementor-widget-spacer\" data-id=\"380ea087\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container{height:100%;width:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}.e-con-inner>.elementor-widget-spacer.elementor-widget-empty,.e-con>.elementor-widget-spacer.elementor-widget-empty{position:relative;min-height:22px;min-width:22px}.e-con-inner>.elementor-widget-spacer.elementor-widget-empty .elementor-widget-empty-icon,.e-con>.elementor-widget-spacer.elementor-widget-empty .elementor-widget-empty-icon{position:absolute;top:0;bottom:0;left:0;right:0;margin:auto;padding:0;width:22px;height:22px}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1be4841e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1be4841e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-29aabe61\" data-id=\"29aabe61\" 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-7c6c058 elementor-widget elementor-widget-heading\" data-id=\"7c6c058\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Syst\u00e8mes bas\u00e9s sur des r\u00e8gles vs vision industrielle<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62637f00 elementor-widget elementor-widget-text-editor\" data-id=\"62637f00\" 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>L&rsquo;automatisation consiste \u00e0 utiliser des machines et des technologies pour effectuer des t\u00e2ches r\u00e9p\u00e9titives et exigeantes en main-d&rsquo;\u0153uvre. Ces syst\u00e8mes sont programm\u00e9s pour suivre un ensemble d&rsquo;instructions pr\u00e9d\u00e9finies pour des t\u00e2ches telles que le contr\u00f4le qualit\u00e9, l&rsquo;inspection visuelle, la lecture de codes-barres, l&rsquo;assemblage et l&#8217;emballage. <\/p>\n<p>La vision par ordinateur traditionnelle s&rsquo;appuie sur des r\u00e8gles \u00ab si-alors \u00bb sp\u00e9cifiques pour traiter une image. Elle convient aux environnements pr\u00e9visibles car elle ne peut s&rsquo;adapter aux conditions changeantes ni apprendre de nouvelles donn\u00e9es. Les ing\u00e9nieurs en vision programment ces r\u00e8gles en s&rsquo;appuyant sur une connaissance approfondie des meilleures techniques pour obtenir le r\u00e9sultat souhait\u00e9.  <\/p>\n<p>Les syst\u00e8mes d&rsquo;<strong>intelligence artificielle <\/strong>entra\u00eenent le logiciel \u00e0 l&rsquo;aide d&rsquo;images \u00e9tiquet\u00e9es jusqu&rsquo;\u00e0 ce qu&rsquo;il puisse effectuer des distinctions de mani\u00e8re autonome. Ces solutions bas\u00e9es sur l&rsquo;<strong>IA<\/strong> apprennent, s&rsquo;adaptent, identifient des sch\u00e9mas et prennent des d\u00e9cisions en s&rsquo;appuyant sur les enseignements tir\u00e9s de leurs <strong>exp\u00e9riences pr\u00e9c\u00e9dentes<\/strong>. <\/p>\n<p>Le march\u00e9 mondial de l&rsquo;IA est actuellement \u00e9valu\u00e9 \u00e0 plus de <strong>180 milliards de dollars<\/strong>, et les projections indiquent qu&rsquo;il d\u00e9passera les <strong>826 milliards de dollars<\/strong> d&rsquo;ici 2030 (Thormundsson, 2024). Deux technologies d&rsquo;IA majeures, l&rsquo;<a href=\"https:\/\/www.tpl-vision.com\/fr\/entreprise\/glossary\/#Ee\"><em>Edge Learning<\/em><\/a> et le <a href=\"https:\/\/www.tpl-vision.com\/fr\/entreprise\/glossary\/#Dd\"><em>Deep Learning<\/em><\/a>, permettent d&rsquo;automatiser plus facilement les t\u00e2ches complexes difficiles \u00e0 programmer avec des algorithmes bas\u00e9s sur des r\u00e8gles. <\/p>\n\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-29a4db39 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"29a4db39\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-33ad020a\" data-id=\"33ad020a\" 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-b28906e elementor-widget elementor-widget-heading\" data-id=\"b28906e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Comment savoir si je devrais utiliser l'IA ?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bc1d52b elementor-widget elementor-widget-text-editor\" data-id=\"3bc1d52b\" 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>La diff\u00e9rence entre la vision par ordinateur <strong>bas\u00e9e sur des r\u00e8gles<\/strong> et la vision par <strong>IA<\/strong> r\u00e9side dans leur approche de l&rsquo;analyse et de l&rsquo;interpr\u00e9tation des donn\u00e9es visuelles. La vision par ordinateur <strong>bas\u00e9e sur des r\u00e8gles<\/strong> s&rsquo;appuie sur un ensemble de r\u00e8gles et de param\u00e8tres pr\u00e9d\u00e9finis, g\u00e9n\u00e9ralement d\u00e9finis par un expert en vision, pour identifier et classifier les objets dans une image.<\/p>\n<p>Par ailleurs, <strong>les syst\u00e8mes bas\u00e9s sur l&rsquo;IA<\/strong> peuvent apprendre et s&rsquo;adapter de mani\u00e8re autonome \u00e0 diff\u00e9rents sc\u00e9narios. Capables de g\u00e9rer des environnements <strong>complexes<\/strong> et <strong>dynamiques<\/strong>, ils offrent une flexibilit\u00e9 et une \u00e9volutivit\u00e9 accrues. Ils excellent dans des t\u00e2ches telles que l&rsquo;inspection de surface, l&rsquo;inspection de texture et la classification d&rsquo;objets, notamment face \u00e0 des d\u00e9fauts \u00e9volutifs et \u00e0 des caract\u00e9ristiques visuelles diverses.  <\/p>\n\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3589f7a0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3589f7a0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7a64fdc4\" data-id=\"7a64fdc4\" 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-48db558 elementor-widget elementor-widget-text-editor\" data-id=\"48db558\" 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><strong>Pour d\u00e9terminer si votre application a besoin d&rsquo;un apprentissage en intelligence artificielle,<\/strong> tenez compte des facteurs suivants :<\/p>\n<ul>\n<li><strong>Variabilit\u00e9<\/strong> des objets \u00e0 inspecter<\/li>\n<li><strong>Disponibilit\u00e9<\/strong> de donn\u00e9es d&rsquo;images de haute qualit\u00e9 pour l&rsquo;entra\u00eenement<\/li>\n<li>La n\u00e9cessit\u00e9 de <strong>s&rsquo;adapter<\/strong> aux conditions changeantes<\/li>\n<\/ul>\n<p>Si votre application se d\u00e9roule dans des environnements dynamiques ou n\u00e9cessite une am\u00e9lioration continue sans intervention manuelle, <strong>la vision industrielle bas\u00e9e sur l&rsquo;IA<\/strong> peut s&rsquo;av\u00e9rer la solution id\u00e9ale. Par ailleurs, il convient d&rsquo;examiner comment <strong>les syst\u00e8mes d&rsquo;\u00e9clairage<\/strong> d\u00e9di\u00e9s \u00e0 la vision industrielle peuvent contribuer \u00e0 une acquisition d&rsquo;images pr\u00e9cise et fiable dans de tels contextes. <\/p>\n<p>Bien que <strong>les syst\u00e8mes bas\u00e9s sur l&rsquo;IA<\/strong> offrent <strong>une plus grande flexibilit\u00e9<\/strong> et <strong>une meilleure adaptabilit\u00e9<\/strong>, ils n\u00e9cessitent un investissement initial important en mati\u00e8re de collecte de donn\u00e9es, d&rsquo;entra\u00eenement et de d\u00e9veloppement. \u00c0 l&rsquo;inverse, <strong>les syst\u00e8mes bas\u00e9s sur des r\u00e8gles<\/strong> peuvent \u00eatre <strong>plus simples \u00e0 mettre en \u0153uvre<\/strong>, mais risquent de devenir plus complexes et difficiles \u00e0 g\u00e9rer. En d\u00e9finitive, il est toujours conseill\u00e9 aux utilisateurs d&rsquo;\u00e9valuer leurs besoins et objectifs sp\u00e9cifiques avec un expert afin de d\u00e9terminer l&rsquo;approche la plus adapt\u00e9e \u00e0 leurs applications.  <\/p>\n\t\t\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-55d4bd6f\" data-id=\"55d4bd6f\" 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-4dfcac30 elementor-widget elementor-widget-image\" data-id=\"4dfcac30\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.tpl-vision.com\/wp-content\/uploads\/elementor\/thumbs\/AI-sat-at-pc-r01hn8mj2dlqy58vh2fxfrmsq71zwobgpc1xu8w826.jpg\" title=\"AI sat at pc\" alt=\"Developer wearing headphones coding at night with data and code displayed on a large monitor and projected on the wall\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3ff6d87 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3ff6d87\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cde2a18\" data-id=\"cde2a18\" 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-504b9d4 elementor-widget elementor-widget-heading\" data-id=\"504b9d4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Deep Learning vs Edge Learning<\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-91cff8e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"91cff8e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3ac175a\" data-id=\"3ac175a\" 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-c3c32ad elementor-widget elementor-widget-text-editor\" data-id=\"c3c32ad\" 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>Dans <strong>les applications d&rsquo;IA,<\/strong> le Edge Learning privil\u00e9gie la simplicit\u00e9 d&rsquo;utilisation \u00e0 chaque \u00e9tape du d\u00e9ploiement. Compar\u00e9 au <strong>Deep Learning,<\/strong> il n\u00e9cessite moins d&rsquo;images pour l&rsquo;entra\u00eenement, ce qui r\u00e9duit le temps de pr\u00e9paration et d&rsquo;acquisition des images et \u00e9limine le besoin de programmation sp\u00e9cialis\u00e9e. <\/p>\n<p>Le<strong> Deep Learning<\/strong> imite le fonctionnement des neurones du cerveau humain. Il consiste \u00e0 exposer de nombreuses couches de <em><a href=\"https:\/\/www.tpl-vision.com\/fr\/entreprise\/glossary\/\">r\u00e9seaux neuronaux<\/a><\/em> \u00e0 une vaste collection d&rsquo;images similaires. Gr\u00e2ce \u00e0 des ajustements it\u00e9ratifs de ces connexions, le Deep Learning peut <strong>reconna\u00eetre<\/strong> avec pr\u00e9cision des objets et <strong>d\u00e9tecter<\/strong> des d\u00e9fauts sans instructions explicites.  <\/p>\n<p>Le <strong>Deep Learning<\/strong> excelle dans le traitement de vastes ensembles d&rsquo;images tr\u00e8s d\u00e9taill\u00e9s, ce qui le rend id\u00e9al pour les applications complexes ou hautement personnalis\u00e9es. Il permet d&rsquo;analyser rapidement et efficacement de grands ensembles d&rsquo;images, offrant ainsi une solution performante pour <strong>l&rsquo;automatisation de t\u00e2ches complexes<\/strong>. <\/p>\n<p>Les outils d&rsquo;Edge Learning peuvent \u00eatre entra\u00een\u00e9s en quelques minutes seulement avec cinq \u00e0 dix images, contrairement aux solutions de Deep Learning qui peuvent n\u00e9cessiter des p\u00e9riodes d&rsquo;entra\u00eenement prolong\u00e9es et des centaines, voire des milliers d&rsquo;images. <strong>Cette simplification du d\u00e9ploiement<\/strong> permet aux fabricants d&rsquo;accro\u00eetre leurs op\u00e9rations beaucoup plus rapidement. <\/p>\n<p>To optimise edge learning for <strong>embedded vision systems<\/strong>, training images are downscaled or focused on specific regions of interest. However, this restricts the use of edge learning in advance and precise defect detection applications, which are better addressed by <strong>traditional deep learning<\/strong> solutions. <\/p>\n\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3a086fb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3a086fb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0b23691\" data-id=\"0b23691\" 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-a194652 elementor-widget elementor-widget-heading\" data-id=\"a194652\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c9tapes de Deep Learning<\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-eac9faf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"eac9faf\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2b02521\" data-id=\"2b02521\" 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-93f6ca8 elementor-widget elementor-widget-image\" data-id=\"93f6ca8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.tpl-vision.com\/wp-content\/uploads\/elementor\/thumbs\/3d-low-poly-abstract-background-with-shallow-depth-field-scaled-r01h0w0ok70avxplzena5eo88d7svrl8apmb1e188g.jpg\" title=\"3D low poly abstract background with shallow depth of field\" alt=\"3D render of a low poly abstract background with shallow depth of field\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-db09a50\" data-id=\"db09a50\" 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-f89acb9 elementor-widget elementor-widget-text-editor\" data-id=\"f89acb9\" 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><span style=\"font-family: Aptos, sans-serif; font-size: 12pt;\">Le Deep Learning comporte quatre \u00e9tapes :<\/span><\/p>\n<p><b style=\"font-family: 'Times New Roman', serif; font-size: 12pt;\"><span style=\"font-family: Aptos, sans-serif;\">Pr\u00e9paration : Acquisition, \u00e9tiquetage et examen des donn\u00e9es<\/span><\/b><\/p>\n<ul>\n<li>Collecter des donn\u00e9es d&rsquo;image dans des conditions similaires \u00e0 celles de l&rsquo;application en production.<\/li>\n<li><span style=\"font-family: Aptos, sans-serif;\">\u00c9tiquetez chaque objet du panel de mani\u00e8re coh\u00e9rente et pr\u00e9cise.<\/span><\/li>\n<li>V\u00e9rifier et corriger les donn\u00e9es mal \u00e9tiquet\u00e9es \u00e0 l&rsquo;aide d&rsquo;un logiciel.<\/li>\n<\/ul>\n<p><b><span style=\"font-family: Aptos, sans-serif;\">Entra\u00eenement<\/span><\/b><\/p>\n<ul>\n<li><span style=\"font-family: Aptos, sans-serif;\">Exportez les donn\u00e9es.<\/span><\/li>\n<li><span style=\"font-family: Aptos, sans-serif;\">Utiliser un logiciel pour analyser les images et apprendre automatiquement les caract\u00e9ristiques d&rsquo;identification.<\/span><\/li>\n<li><span style=\"font-family: Aptos, sans-serif;\">Entra\u00eenez un classificateur bas\u00e9 sur des r\u00e9seaux neuronaux convolutifs pr\u00e9-entra\u00een\u00e9s.<\/span><\/li>\n<\/ul>\n<p><b><span style=\"font-family: Aptos, sans-serif;\">\u00c9valuation : V\u00e9rifier le mod\u00e8le sur des donn\u00e9es de test<\/span><\/b><\/p>\n<ul>\n<li><span style=\"font-family: Aptos, sans-serif;\">V\u00e9rifiez les performances du mod\u00e8le \u00e0 l&rsquo;aide d&rsquo;options de visualisation (matrices de confusion et cartes thermiques) pour \u00e9valuer les vrais et faux positifs et comprendre les domaines de prise de d\u00e9cision du r\u00e9seau.<\/span><\/li>\n<\/ul>\n<p><b><span style=\"font-family: Aptos, sans-serif;\">Conclusion : D\u00e9ploiement sur de nouvelles images en direct<\/span><\/b><\/p>\n<ul>\n<li><span style=\"font-family: Aptos, sans-serif;\">Appliquez le classificateur CNN entra\u00een\u00e9 \u00e0 de nouvelles images pour identifier des classes telles que les \u00e9chantillons ray\u00e9s, contamin\u00e9s ou de bonne qualit\u00e9.<\/span><\/li>\n<li><span style=\"font-family: Aptos, sans-serif;\">Ex\u00e9cutez l&rsquo;inf\u00e9rence sur GPU ou CPU pour une application en temps r\u00e9el.<\/span><\/li>\n<\/ul>\n\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6bcac7c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6bcac7c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fc94433\" data-id=\"fc94433\" 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-c47152a elementor-widget elementor-widget-heading\" data-id=\"c47152a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c9clairage pour les applications d'IA<\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4cf6ca7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4cf6ca7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fc68e92\" data-id=\"fc68e92\" 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-e20804a elementor-widget elementor-widget-text-editor\" data-id=\"e20804a\" 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><span style=\"font-family: Aptos, sans-serif;\">Bien que l&rsquo;IA continue de <strong>r\u00e9volutionner<\/strong> l&rsquo;automatisation, elle demeure un outil parmi d&rsquo;autres \u00e0 la disposition des op\u00e9rateurs. Les syst\u00e8mes d&rsquo;IA d\u00e9pendent fortement du mat\u00e9riel et des donn\u00e9es d&rsquo;apprentissage, ce qui souligne l&rsquo;importance cruciale du processus d&rsquo;entra\u00eenement. M\u00eame de l\u00e9g\u00e8res variations <strong>des conditions de l&rsquo;environnement<\/strong>, comme <strong>des changements d&rsquo;\u00e9clairage<\/strong>, peuvent avoir un impact significatif sur les performances du syst\u00e8me.  <\/span><\/p>\n<p style=\"margin: 0cm; font-size: 12pt; font-family: 'Times New Roman', serif;\"><span style=\"font-family: Aptos, sans-serif; font-size: 12pt;\">Les consid\u00e9rations g\u00e9n\u00e9rales relatives aux applications d&rsquo;IA incluent <strong>l&rsquo;utilisation de syst\u00e8mes d&rsquo;\u00e9clairage par vision industrielle<\/strong> et <strong>l&rsquo;optimisation de l&rsquo;\u00e9clairage<\/strong>. Ceci am\u00e9liore la pr\u00e9cision et la stabilit\u00e9, deux \u00e9l\u00e9ments essentiels pour garantir des r\u00e9sultats coh\u00e9rents. <\/span><\/p>\n<ul>\n<li style=\"font-size: 12pt; font-family: 'Times New Roman', serif;\"><b><span style=\"font-family: Aptos, sans-serif;\">Stabilit\u00e9 de l&rsquo;\u00e9clairage<\/span><\/b><\/li>\n<\/ul>\n<p style=\"margin: 0cm; font-size: 12pt; font-family: 'Times New Roman', serif;\"><span style=\"font-family: Aptos, sans-serif;\">L&rsquo;\u00e9clairage doit \u00eatre pris en compte d\u00e8s le d\u00e9but afin d&rsquo;\u00e9viter de devoir r\u00e9-entra\u00eener le syst\u00e8me de vision en raison de changements d&rsquo;environnement. Cela minimisera les variations de qualit\u00e9 d&rsquo;image, susceptibles d&rsquo;entra\u00eener des erreurs de classification. <\/span><\/p>\n<ul>\n<li style=\"font-size: 12pt; font-family: 'Times New Roman', serif;\"><b><span style=\"font-family: Aptos, sans-serif;\">Uniformit\u00e9<\/span><\/b><\/li>\n<\/ul>\n<p style=\"margin: 0cm; font-size: 12pt; font-family: 'Times New Roman', serif;\"><span style=\"font-family: Aptos, sans-serif;\">Il est important que l&rsquo;\u00e9clairage soit uniforme pour obtenir une qualit\u00e9 d&rsquo;image optimale et pour que les processus fonctionnent \u00e0 leur vitesse maximale.<\/span><\/p>\n<ul>\n<li style=\"font-size: 12pt; font-family: 'Times New Roman', serif;\"><b><span style=\"font-family: Aptos, sans-serif;\">Intensit\u00e9<\/span><\/b><\/li>\n<\/ul>\n<p style=\"margin: 0cm; font-size: 12pt; font-family: 'Times New Roman', serif;\"><span style=\"font-family: Aptos, sans-serif;\">L&rsquo;intensit\u00e9 de l&rsquo;\u00e9clairage doit \u00eatre suffisante pour fournir des images claires et d\u00e9taill\u00e9es sans provoquer d&rsquo;\u00e9blouissement ni de reflets susceptibles d&rsquo;affecter la pr\u00e9cision de l&rsquo;analyse.<\/span><\/p>\n\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-aba43bd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aba43bd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-93b4959\" data-id=\"93b4959\" 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-1747dc5 elementor-widget elementor-widget-text-editor\" data-id=\"1747dc5\" 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 style=\"margin: 0cm; font-size: 12pt; font-family: 'Times New Roman', serif;\"><span style=\"font-family: Aptos, sans-serif; font-size: 12pt;\"><strong>Exemples de technologies d&rsquo;\u00e9clairage :<\/strong> barres pour un \u00e9clairage large et uniforme, annulaires pour un \u00e9clairage sans ombre autour des objets et r\u00e9tro\u00e9clairages diffus pour am\u00e9liorer le contraste dans l&rsquo;imagerie de silhouettes. Ces solutions sont essentielles pour garantir des <strong>performances optimales<\/strong> dans les syst\u00e8mes pilot\u00e9s par <strong>l&rsquo;IA<\/strong>, notamment dans les applications n\u00e9cessitant une acquisition d&rsquo;images coh\u00e9rente et de haute qualit\u00e9. <\/span><\/p>\n\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-814bbda elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"814bbda\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9f70e8b\" data-id=\"9f70e8b\" 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-06a6a23 elementor-widget elementor-widget-text-editor\" data-id=\"06a6a23\" 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 style=\"margin: 0cm; font-size: 12pt; font-family: 'Times New Roman', serif;\"><span style=\"font-family: Aptos, sans-serif; font-size: 12pt;\"><strong>Sources:<\/strong> <em>Thormundsson, B. (2024). Artificial intelligence (AI) market size worldwide from 2020 to 2030.  https:\/\/www.statista.com\/forecasts\/1474143\/global-ai-market-size<\/em><\/span><\/p>\n\t\t\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4d9145f6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d9145f6\" 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-3ee07068\" data-id=\"3ee07068\" 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-57da6569 elementor-widget-divider--view-line_icon elementor-view-default elementor-widget-divider--element-align-center elementor-widget elementor-widget-divider\" data-id=\"57da6569\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon elementor-divider__element\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-code-branch\"><\/i><\/div>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-129e4690 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"129e4690\" 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-771ec8cd\" data-id=\"771ec8cd\" 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-d521736 elementor-widget elementor-widget-heading\" data-id=\"d521736\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Produits associ\u00e9s<\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4e795dcd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e795dcd\" 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-79918e16\" data-id=\"79918e16\" 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-391f7cf0 elementor-grid-4 elementor-grid-tablet-3 elementor-grid-mobile-2 elementor-products-grid elementor-wc-products elementor-widget elementor-widget-woocommerce-products\" data-id=\"391f7cf0\" data-element_type=\"widget\" data-widget_type=\"woocommerce-products.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/www.tpl-vision.com\/wp-content\/plugins\/elementor-pro\/assets\/css\/widget-woocommerce.min.css\"><div class=\"woocommerce columns-4 \"><ul class=\"products elementor-grid columns-4\">\n<li class=\"product type-product post-2220 status-publish first instock product_cat-dome-fr product_cat-dome-fr-2 has-post-thumbnail shipping-taxable purchasable product-type-simple\">\n\t<a href=\"https:\/\/www.tpl-vision.com\/fr\/vuedensemble\/dome-fr\/dome-fr-2\/mr-dome\/\" class=\"woocommerce-LoopProduct-link woocommerce-loop-product__link\"><img decoding=\"async\" width=\"360\" height=\"360\" src=\"https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2026\/03\/TPL_MR_Dome-360x360.jpg\" class=\"attachment-woocommerce_thumbnail size-woocommerce_thumbnail\" alt=\"\" srcset=\"https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2026\/03\/TPL_MR_Dome-360x360.jpg 360w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2026\/03\/TPL_MR_Dome-150x150.jpg 150w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2026\/03\/TPL_MR_Dome-500x500.jpg 500w\" sizes=\"(max-width: 360px) 100vw, 360px\" \/><h3 class=\"woocommerce-loop-product__title\">MR-Dome<\/h3><div class=\"usefull_links\"><\/a><a href=\"\/documents\/techsheets\/TPL_MODULAR_RINGLIGHT_Product_Profile_FR.pdf\" class=\"technical_sheet\" target=\"_blank\" title=\"Fiche technique\"><\/a><a href=\"\/documents\/usermanuals\/TPL_MODULAR_RINGLIGHT_Notice_FR.pdf\" class=\"guide_standard\" target=\"_blank\" title=\"Notice Standard\"><\/a><a href=\"\/documents\/drawings\/TPL_MODULAR_RINGLIGHT_DOME.zip\" class=\"drawings\" target=\"_blank\" title=\"Plans\"><\/a><\/div><div class=\"custom-excerpt\"><ul>\n<li>Puissant \u00e9clairage d\u00f4me<\/li>\n<li>Overdrive, sectors, bicolour<\/li>\n<li>Diam\u00e8tre interne 80mm 130mm<\/li>\n<\/ul>\n<\/div><\/a><\/li>\n<li class=\"product type-product post-2258 status-publish instock product_cat-barres-fr has-post-thumbnail shipping-taxable purchasable product-type-simple\">\n\t<a href=\"https:\/\/www.tpl-vision.com\/fr\/vuedensemble\/barres-fr\/modular-m-ebar\/\" class=\"woocommerce-LoopProduct-link woocommerce-loop-product__link\"><img decoding=\"async\" width=\"360\" height=\"360\" src=\"https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2026\/03\/TPL_M-EBAR-360x360.jpg\" class=\"attachment-woocommerce_thumbnail size-woocommerce_thumbnail\" alt=\"\" srcset=\"https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2026\/03\/TPL_M-EBAR-360x360.jpg 360w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2026\/03\/TPL_M-EBAR-150x150.jpg 150w, https:\/\/www.tpl-vision.com\/wp-content\/uploads\/2026\/03\/TPL_M-EBAR-500x500.jpg 500w\" sizes=\"(max-width: 360px) 100vw, 360px\" \/><h3 class=\"woocommerce-loop-product__title\">Modular M-EBAR<\/h3><div class=\"usefull_links\"><\/a><a href=\"\/documents\/techsheets\/TPL_M-EBAR_Product_Profile_FR.pdf\" class=\"technical_sheet\" target=\"_blank\" title=\"Fiche technique\"><\/a><a href=\"\/documents\/usermanuals\/TPL_M-EBAR_Technical_User_Guide_FR.pdf\" class=\"guide_standard\" target=\"_blank\" title=\"Notice Standard\"><\/a><a href=\"\/documents\/drawings\/TPL_M-EBAR_PLUS_DRAWINGS.zip\" class=\"drawings\" target=\"_blank\" title=\"Plans\"><\/a><\/div><div class=\"custom-excerpt\"><ul>\n<li>Barre d'\u00e9clairage modulable<\/li>\n<li>Flexibilit\u00e9 des Angle Changers<\/li>\n<li>Dimensions jusqu'\u00e0 500mm<\/li>\n<\/ul>\n<\/div><\/a><\/li>\n<\/ul>\n<\/div>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b4ccea1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b4ccea1\" 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-04bd670\" data-id=\"04bd670\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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>De la robotique \u00e0 l&rsquo;intelligence artificielle (IA), les progr\u00e8s technologiques r\u00e9volutionnent la conception, la fabrication et la distribution des produits. Cet article explore l&rsquo;influence de l&rsquo;IA sur l&rsquo;avenir de l&rsquo;industrie manufacturi\u00e8re, les applications qui devraient tirer parti de l&rsquo;IA et comment l&rsquo;\u00e9clairage par vision industrielle peut optimiser les processus de fabrication. Syst\u00e8mes bas\u00e9s sur des [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":19898,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"Comment l'\u00e9clairage bas\u00e9 sur l'IA et la vision industrielle transforme la production","_seopress_titles_desc":"Dans cet article, nous explorons comment l'intelligence artificielle (IA) fa\u00e7onne l'avenir de la fabrication et comment l'\u00e9clairage par vision industrielle peut optimiser les syst\u00e8mes d'IA.","_seopress_robots_index":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[981],"tags":[],"_links":{"self":[{"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/posts\/23257"}],"collection":[{"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/comments?post=23257"}],"version-history":[{"count":2,"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/posts\/23257\/revisions"}],"predecessor-version":[{"id":23318,"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/posts\/23257\/revisions\/23318"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/media\/19898"}],"wp:attachment":[{"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/media?parent=23257"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/categories?post=23257"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tpl-vision.com\/fr\/wp-json\/wp\/v2\/tags?post=23257"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}