{"id":122697,"date":"2025-02-14T11:12:05","date_gmt":"2025-02-14T03:12:05","guid":{"rendered":"https:\/\/www.tm-robot.com\/?p=122697"},"modified":"2025-03-03T11:42:09","modified_gmt":"2025-03-03T03:42:09","slug":"partage-de-cas-fa-fvi-detection-de-pieces-endommagees-pour-les-pcb","status":"publish","type":"post","link":"https:\/\/www2.tm-robot.com\/en\/partage-de-cas-fa-fvi-detection-de-pieces-endommagees-pour-les-pcb\/","title":{"rendered":"Partage de cas: FA FVI D\u00e9tection de pi\u00e8ces endommag\u00e9es pour les PCB"},"content":{"rendered":"<h2>Contexte et besoins du client<\/h2>\n<p>Dans le monde en constante \u00e9volution de la fabrication \u00e9lectronique, il est essentiel de s&#8217;assurer de la qualit\u00e9 des produits avant de les emballer. Un client important avait besoin d&#8217;une solution pour d\u00e9tecter les pi\u00e8ces endommag\u00e9es ou manquantes sur les cartes de circuits imprim\u00e9s (PCB) avec une grande pr\u00e9cision et une grande efficacit\u00e9. Les m\u00e9thodes d&#8217;inspection manuelles avaient du mal \u00e0 r\u00e9pondre aux exigences de la production et n\u00e9gligeaient souvent les petits d\u00e9fauts.<\/p>\n<h2>D\u00e9fis<\/h2>\n<ol>\n<li><strong>D\u00e9tection de petites anomalies :<\/strong> Les inspecteurs humains ont \u00e9prouv\u00e9 des difficult\u00e9s \u00e0 identifier de mani\u00e8re coh\u00e9rente de minuscules d\u00e9fauts sur les PCB.<\/li>\n<li><strong>Production en grande quantit\u00e9 :<\/strong> Le besoin d&#8217;inspections rapides et modulables pour s&#8217;adapter aux cycles de production.<\/li>\n<li><strong>Processus \u00e0 forte intensit\u00e9 de main-d&#8217;\u0153uvre :<\/strong> La d\u00e9pendance \u00e0 l&#8217;\u00e9gard des inspections manuelles augmente les co\u00fbts et introduit des incoh\u00e9rences.<\/li>\n<\/ol>\n<h2>Solutions et technologies cl\u00e9s<\/h2>\n<p>Le cobot TM AI de Techman Robot a fourni une solution automatis\u00e9e compl\u00e8te, int\u00e9grant une technologie d&#8217;imagerie avanc\u00e9e et de classification par l&#8217;IA.<\/p>\n<ol>\n<li>\n<h3>Imagerie et d\u00e9tection<\/h3>\n<ul>\n<li>La cam\u00e9ra embarqu\u00e9e (EIH) a permis un positionnement pr\u00e9cis et la cam\u00e9ra externe a permis une inspection visuelle multipoint, en r\u00e9alisant une capture d&#8217;image sous plusieurs angles pour s&#8217;assurer que chaque composant \u00e9tait inspect\u00e9 avec pr\u00e9cision.<\/li>\n<li>Les images ont \u00e9t\u00e9 analys\u00e9es \u00e0 l&#8217;aide du mod\u00e8le d&#8217;IA afin de classer les pi\u00e8ces comme bonnes (OK) ou mauvaises (NG).<\/li>\n<\/ul>\n<\/li>\n<li>\n<h3>Entra\u00eenement du mod\u00e8le d&#8217;IA<\/h3>\n<ul>\n<li>L&#8217;IA de classification a permis d&#8217;entra\u00eener le syst\u00e8me avec un ensemble de donn\u00e9es de 70 images (40 OK, 30 NG).<\/li>\n<li>Le temps d&#8217;entra\u00eenement a \u00e9t\u00e9 r\u00e9duit \u00e0 15 minutes seulement, ce qui a permis une adaptation rapide aux changements des exigences de production.<\/li>\n<\/ul>\n<\/li>\n<li>\n<h3>Flux de travail automatis\u00e9<\/h3>\n<ul>\n<li><strong>Produits OK :<\/strong> Dirig\u00e9s automatiquement vers la station suivante.<\/li>\n<li><strong>Produits NG :<\/strong> Identifi\u00e9s et le bras du cobot pr\u00e9l\u00e8vera la pi\u00e8ce d\u00e9fectueuse pour l&#8217;envoyer dans une zone de cycle d\u00e9di\u00e9e en vue d&#8217;un traitement ult\u00e9rieur.<\/li>\n<li>Les r\u00e9sultats ont \u00e9t\u00e9 calcul\u00e9s sur l&#8217;AOI Edge, puis transmis au robot, qui ex\u00e9cute la prise de d\u00e9cision pour assurer un flux de production continu.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p><a href=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2025\/01\/202501_AI.png\"><img loading=\"lazy\" class=\"aligncenter wp-image-121671 size-full\" src=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2025\/01\/202501_AI.png\" sizes=\"(max-width: 1000px) 100vw, 1000px\" srcset=\"https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2025\/01\/202501_AI.png 1000w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2025\/01\/202501_AI-300x188.png 300w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2025\/01\/202501_AI-768x480.png 768w, https:\/\/tm-robot.oss-cn-hongkong.aliyuncs.com\/wp-content\/uploads\/2025\/01\/202501_AI-360x225.png 360w\" alt=\"ssd-training-results\" width=\"1000\" height=\"625\" \/><\/a><\/p>\n<h2>Sc\u00e9narios d&#8217;application<\/h2>\n<ul>\n<li>D\u00e9tection des pi\u00e8ces manquantes ou endommag\u00e9es avant l&#8217;emballage<\/li>\n<li>Garantir la qualit\u00e9 du produit en identifiant les petites anomalies \u00e0 un stade pr\u00e9coce du processus<\/li>\n<\/ul>\n<h2>Avantages<\/h2>\n<ol>\n<li>\n<h3>Pr\u00e9cision accrue<\/h3>\n<ul>\n<li>Taux d&#8217;exactitude des inspections de 99,99 %.<\/li>\n<li>Les taux de fausses alarmes et de d\u00e9passement ont \u00e9t\u00e9 r\u00e9duits \u00e0 moins de 1 %, ce qui garantit la fiabilit\u00e9.<\/li>\n<\/ul>\n<\/li>\n<li>\n<h3>Efficacit\u00e9 accrue<\/h3>\n<ul>\n<li>L&#8217;automatisation a permis d&#8217;am\u00e9liorer la vitesse d&#8217;inspection et de r\u00e9duire les besoins en main-d&#8217;\u0153uvre de 50 %.<\/li>\n<li>L&#8217;inspection \u00e0 grande vitesse s&#8217;aligne parfaitement sur les cycles de production.<\/li>\n<\/ul>\n<\/li>\n<li>\n<h3>R\u00e9duction des co\u00fbts<\/h3>\n<ul>\n<li>La r\u00e9duction de la d\u00e9pendance \u00e0 l&#8217;\u00e9gard du travail manuel a permis de minimiser les co\u00fbts op\u00e9rationnels tout en am\u00e9liorant la coh\u00e9rence.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2><strong>Conclusion<\/strong><\/h2>\n<p>La solution de d\u00e9tection de pi\u00e8ces utilisant TM AI Cobot d\u00e9montre comment l&#8217;automatisation intelligente transforme les processus d&#8217;inspection. En combinant une classification aliment\u00e9e par l&#8217;IA avec une technologie de vision pr\u00e9cise, ce cas illustre comment les fabricants peuvent atteindre une efficacit\u00e9, une pr\u00e9cision et des \u00e9conomies in\u00e9gal\u00e9es dans les lignes de production modernes.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Contexte et besoins du client Dans le monde en constante \u00e9volution de la fabrication \u00e9lectronique, il est essentiel de s&#8217;assurer de la qualit\u00e9 des produits avant de les emballer. Un client important avait besoin d&#8217;une solution pour d\u00e9tecter les pi\u00e8ces endommag\u00e9es ou manquantes sur les cartes de circuits imprim\u00e9s (PCB) avec une grande pr\u00e9cision et [&hellip;]<\/p>\n","protected":false},"author":84,"featured_media":121665,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[2935],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v16.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Partage de cas: FA FVI D\u00e9tection de pi\u00e8ces endommag\u00e9es pour les PCB | Techman Robot<\/title>\n<meta name=\"description\" content=\"Un client important avait besoin d&#039;une solution pour d\u00e9tecter les pi\u00e8ces endommag\u00e9es ou manquantes sur les cartes de circuits imprim\u00e9s (PCB) avec une grande pr\u00e9cision et une grande efficacit\u00e9. 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