{"id":126456,"date":"2025-05-06T14:57:47","date_gmt":"2025-05-06T06:57:47","guid":{"rendered":"https:\/\/www.tm-robot.com\/?p=126456"},"modified":"2025-05-06T14:57:47","modified_gmt":"2025-05-06T06:57:47","slug":"etude-de-cas-inspection-automatisee-de-collage-de-circuits-imprimes-par-robot-collaboratif","status":"publish","type":"post","link":"https:\/\/www.tm-robot.com\/en\/etude-de-cas-inspection-automatisee-de-collage-de-circuits-imprimes-par-robot-collaboratif\/","title":{"rendered":"\u00c9tude de cas\u00a0: Inspection automatis\u00e9e de collage de circuits imprim\u00e9s par robot collaboratif"},"content":{"rendered":"<h2>Contexte et besoins du client<\/h2>\n<p>Dans la fabrication \u00e9lectronique, garantir une d\u00e9pose pr\u00e9cise de la colle avant la pose du circuit imprim\u00e9 dans la machine \u00e0 braser est crucial pour la qualit\u00e9 du produit. Un client avait besoin d&#8217;un syst\u00e8me d&#8217;inspection automatis\u00e9 pour v\u00e9rifier la pr\u00e9cision de l&#8217;application de la colle, car des d\u00e9fauts de d\u00e9pose pouvaient entra\u00eener des d\u00e9faillances du produit.<\/p>\n<p>Apr\u00e8s la d\u00e9pose de la colle en amont de la machine, des probl\u00e8mes tels qu&#8217;une application incompl\u00e8te, des fuites ou un contact accidentel avec des composants de m\u00e9moire vid\u00e9o peuvent survenir, n\u00e9cessitant une inspection. Auparavant, l&#8217;inspection reposait sur une surveillance manuelle, source de fatigue, d&#8217;incoh\u00e9rences et d&#8217;un manque de donn\u00e9es d&#8217;inspection tra\u00e7ables.<\/p>\n<h2>D\u00e9fis<\/h2>\n<ul>\n<li><strong>Limites de l&#8217;inspection manuelle:<\/strong> Les op\u00e9rateurs devaient surveiller le processus en permanence, ce qui augmentait le risque de fatigue et d&#8217;erreurs de jugement.<\/li>\n<li><strong>Turnover \u00e9lev\u00e9 du personnel:<\/strong> Les diff\u00e9rents inspecteurs appliquaient des crit\u00e8res de jugement diff\u00e9rents, rendant la standardisation difficile.<\/li>\n<li><strong>Manque de tra\u00e7abilit\u00e9:<\/strong> L&#8217;inspection manuelle ne permettait pas la sauvegarde des images ni le suivi des donn\u00e9es, ce qui compliquait la gestion de la production.<\/li>\n<\/ul>\n<h2>Solution et technologies cl\u00e9s<\/h2>\n<p>Le bras cobot de Techman Robot a fourni une solution d&#8217;inspection automatis\u00e9e, int\u00e9grant une technologie avanc\u00e9e de vision et de classification par IA pour garantir une d\u00e9tection pr\u00e9cise de la d\u00e9pose de colle. Il a ainsi r\u00e9solu efficacement les inconv\u00e9nients mentionn\u00e9s ci-dessus et permis d&#8217;automatiser le flux de travail.<\/p>\n<ol>\n<li>\n<h3>Imagerie et d\u00e9tection<\/h3>\n<ul>\n<li>Le cobot IA a \u00e9t\u00e9 d\u00e9ploy\u00e9 pour inspecter l&#8217;application de colle sur les circuits imprim\u00e9s avant le processus de brasage.<\/li>\n<li>Le bras cobot a d\u00e9tect\u00e9 une d\u00e9pose correcte et incorrecte, distinguant \u00ab\u00a0OK\u00a0\u00bb (colle correctement d\u00e9pos\u00e9e) et \u00ab\u00a0NG\u00a0\u00bb (colle manquante ou mal plac\u00e9e).<\/li>\n<li>Toutes les images et les r\u00e9sultats d&#8217;inspection ont \u00e9t\u00e9 sauvegard\u00e9es dans une base de donn\u00e9es \u00e0 des fins de tra\u00e7abilit\u00e9 et d&#8217;optimisation du processus.<\/li>\n<\/ul>\n<\/li>\n<li>\n<h3>Entra\u00eenement du mod\u00e8le IA<\/h3>\n<ul>\n<li>Dur\u00e9e de l&#8217;entra\u00eenement\u00a0: environ 10\u00a0minutes<\/li>\n<li>Fonction IA utilis\u00e9e\u00a0: Classification IA<\/li>\n<li>Taille des donn\u00e9es\u00a0: 130\u00a0images OK, 80\u00a0images NG\n<ul>\n<li>Produits OK\u00a0: Inspection r\u00e9ussie et passage \u00e0 l&#8217;\u00e9tape de production suivante<\/li>\n<li>Produits NG\u00a0: Signal\u00e9s pour reprise, emp\u00eachant les unit\u00e9s d\u00e9fectueuses de progresser dans le processus.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<h3>Performance<\/h3>\n<ul>\n<li>Vitesse d&#8217;inspection\u00a0: 108\u00a0t\u00e2ches visuelles r\u00e9alis\u00e9es en seulement 30\u00a0secondes, am\u00e9liorant consid\u00e9rablement l&#8217;efficacit\u00e9.<\/li>\n<li>Pr\u00e9cision d&#8217;inspection de 99,9 %<\/li>\n<li>Taux de fausses alarmes inf\u00e9rieur \u00e0 0,1 %<\/li>\n<li>Taux de surproduction inf\u00e9rieur \u00e0 0,1 %<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>Sc\u00e9narios d&#8217;application<\/h2>\n<ul>\n<li>V\u00e9rification automatis\u00e9e de la d\u00e9pose de colle avant l&#8217;entr\u00e9e du circuit imprim\u00e9 dans la machine \u00e0 braser<\/li>\n<li>Identification de la colle manquante ou mal plac\u00e9e pour pr\u00e9venir les d\u00e9fauts du produit<\/li>\n<li>Inspection en temps r\u00e9el avec collecte automatis\u00e9e de donn\u00e9es pour le contr\u00f4le qualit\u00e9<\/li>\n<\/ul>\n<h2>Avantages<\/h2>\n<ol>\n<li>\n<h3>Pr\u00e9cision et coh\u00e9rence am\u00e9lior\u00e9es<\/h3>\n<ul>\n<li>Suppression des erreurs humaines gr\u00e2ce \u00e0 l&#8217;automatisation du processus d&#8217;inspection.<\/li>\n<li>Pr\u00e9cision de 99,9 % obtenue gr\u00e2ce \u00e0 la classification par IA, garantissant des produits sans d\u00e9faut.<\/li>\n<\/ul>\n<\/li>\n<li>\n<h3>Efficacit\u00e9 accrue<\/h3>\n<ul>\n<li>L&#8217;inspection enti\u00e8rement automatis\u00e9e a r\u00e9duit le recours aux op\u00e9rateurs manuels.<\/li>\n<li>Le temps de traitement a \u00e9t\u00e9 consid\u00e9rablement r\u00e9duit, ce qui a acc\u00e9l\u00e9r\u00e9 la production.<\/li>\n<\/ul>\n<\/li>\n<li>\n<h3>Tra\u00e7abilit\u00e9 am\u00e9lior\u00e9e<\/h3>\n<ul>\n<li>L&#8217;inspection assist\u00e9e par IA a enregistr\u00e9 tous les r\u00e9sultats et les images des tests pour la gestion de la qualit\u00e9.<\/li>\n<li>La lecture des codes-barres et le suivi des num\u00e9ros de s\u00e9rie ont permis un suivi efficace de la production.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>Conclusion<\/h2>\n<p>Le cobot a transform\u00e9 avec succ\u00e8s l&#8217;inspection de la d\u00e9pose de colle sur PCB en int\u00e9grant une automatisation intelligente, une classification pilot\u00e9e par l&#8217;IA et une technologie de vision avanc\u00e9e. Cette solution am\u00e9liore non seulement la pr\u00e9cision et l&#8217;efficacit\u00e9, mais fournit \u00e9galement des donn\u00e9es de tra\u00e7abilit\u00e9 pr\u00e9cieuses, garantissant des normes de fabrication plus strictes et des co\u00fbts d&#8217;exploitation r\u00e9duits. Ce cas illustre comment les fabricants peuvent exploiter l&#8217;IA pour optimiser leurs lignes de production et maintenir un contr\u00f4le qualit\u00e9 sup\u00e9rieur.<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Contexte et besoins du client Dans la fabrication \u00e9lectronique, garantir une d\u00e9pose pr\u00e9cise de la colle avant la pose du circuit imprim\u00e9 dans la machine \u00e0 braser est crucial pour la qualit\u00e9 du produit. Un client avait besoin d&#8217;un syst\u00e8me d&#8217;inspection automatis\u00e9 pour v\u00e9rifier la pr\u00e9cision de l&#8217;application de la colle, car des d\u00e9fauts de [&hellip;]<\/p>\n","protected":false},"author":84,"featured_media":124262,"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>\u00c9tude de cas\u00a0: Inspection automatis\u00e9e de collage de circuits imprim\u00e9s par robot collaboratif | Techman Robot<\/title>\n<meta name=\"description\" content=\"Inspection automatis\u00e9e pour garantir une d\u00e9pose de colle pr\u00e9cise en fabrication \u00e9lectronique et \u00e9viter les d\u00e9fauts dus \u00e0 l&#039;inspection manuelle.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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