{"id":5418,"date":"2025-01-27T11:59:13","date_gmt":"2025-01-27T10:59:13","guid":{"rendered":"https:\/\/thinkupc.com\/sin-categoria\/monitorizacion-inteligente-en-loire-gestamp\/"},"modified":"2025-03-08T13:35:32","modified_gmt":"2025-03-08T12:35:32","slug":"monitorizacion-inteligente-en-loire-gestamp","status":"publish","type":"post","link":"https:\/\/www.thinkupc.com\/es\/referencias\/monitorizacion-inteligente-en-loire-gestamp\/","title":{"rendered":"Monitorizaci\u00f3n inteligente en Loire Gestamp"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5418\" class=\"elementor elementor-5418 elementor-3067\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-654b2c8 e-flex e-con-boxed e-con e-parent\" data-id=\"654b2c8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e28d2bc elementor-widget elementor-widget-text-editor\" data-id=\"e28d2bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2 >Ayudamos a Loire Gestamp a detectar e identificar patrones de funcionamiento an\u00f3malo que influyan en su proceso de producci\u00f3n.<\/h2>\n<p>\n<h2 align=\"left\">Reto<\/h2>\n<a href=\"http:\/\/loire.gestamp.com\/\" target=\"_blank\" rel=\"noopener\">Loire Gestamp<\/a>, uno de los principales fabricantes de prensas hidr\u00e1ulicas para automoci\u00f3n a nivel mundial, estaba interesado en analizar y caracterizar el funcionamiento de las bombas auxiliares de las prensas que fabricaba, para poder detectar e identificar patrones de funcionamiento an\u00f3malo que pudieran influir negativamente en la eficiencia de sus instalaciones de estampaci\u00f3n en caliente, en la calidad de su producci\u00f3n y en las paradas no planificadas de sus prensas. Su objetivo final era poder detectar e identificar anomal\u00edas, de manera anticipada, que les permitiera aplicar estrategias de mantenimiento predictivo efectivas.<\/p>\n<p>\n<h2 align=\"left\">Proyecto<\/h2>\nNuestra propuesta se ha centrado en alcanzar estos tres objetivos:<\/p>\n\n<ul>\n \t<li>Detectar las anomal\u00edas de funcionamiento de las bombas auxiliares.<\/li>\n \t<li>Identificar el origen probable de cada anomal\u00eda.<\/li>\n \t<li>Implementar una aplicaci\u00f3n para el an\u00e1lisis autom\u00e1tico, ciclo a ciclo, del funcionamiento de las prensas utilizando una plataforma de IIoT (Industrial Internet of Things).<\/li>\n<\/ul>\n<p >El sistema de supervisi\u00f3n y diagn\u00f3stico que hemos desarrollado, en colaboraci\u00f3n con el grupo de investigaci\u00f3n de la UPC <a href=\"http:\/\/mcia.upc.edu\/\" target=\"_blank\" rel=\"noopener\">MCIA Research Center<\/a> (Motion Control &amp; Industrial Applications), se ha basado en procedimientos de an\u00e1lisis de variables accesibles en la m\u00e1quina. Estos procedimientos est\u00e1n soportados por <strong>t\u00e9cnicas de procesamiento avanzado de se\u00f1ales y t\u00e9cnicas de inteligencia artificial<\/strong> . Los procedimientos dise\u00f1ados permiten, por un lado, caracterizar el estado actual de operaci\u00f3n de la bomba y, por otro, detectar e identificar patrones de fallo percibidos durante el funcionamiento de la bomba a lo largo del tiempo.<\/p>\n<p align=\"left\">Para la implementaci\u00f3n de la soluci\u00f3n final, tanto para la ingesta de datos de las se\u00f1ales de las prensas como para el despliegue de las t\u00e9cnicas de anal\u00edtica avanzada, hemos utilizado la plataforma IoT MIIMETIQ de Nexiona. Sobre esta plataforma hemos desarrollado:<\/p>\n\n<ul>\n \t<li>La ingesta de datos de las se\u00f1ales de las prensas objeto de estudio.<\/li>\n \t<li>Todas las operaciones de auditor\u00eda de calidad de datos, segmentaci\u00f3n y filtrado para generar los <em>datasets<\/em> que alimentan a los algoritmos de diagn\u00f3stico.<\/li>\n \t<li>La implementaci\u00f3n de los algoritmos de anal\u00edtica avanzada e inteligencia artificial que se han utilizado en el proyecto.<\/li>\n \t<li>La aplicaci\u00f3n de visualizaci\u00f3n final de resultados, llamada STELA, que sintetiza la informaci\u00f3n de 30 se\u00f1ales de las prensas con frecuencias de muestreo de 100 ms en unos gr\u00e1ficos de interpretaci\u00f3n muy sencillos para operarios de planta y algo m\u00e1s completos para ingenieros de planta y analistas de datos.<\/li>\n<\/ul>\n<h2 align=\"left\">Resultados<\/h2>\n<p align=\"left\">En <a href=\"https:\/\/thinkupc.com\/wp-content\/uploads\/2025\/03\/ThinkUPC-Loire-Gestamp-SAFEPRES.pdf\">este enlace<\/a> te mostramos la memoria descriptiva de todo el proyecto.<\/p>\n<p align=\"left\">Los beneficios m\u00e1s significativos que este proyecto ha proporcionado a Loire Gestamp son:<\/p>\n\n<ul>\n \t<li>Loire Gestamp dispone de una herramienta que le permite analizar\/supervisar de forma autom\u00e1tica y desasistida cientos de miles (o millones) de ciclos de producci\u00f3n, e identificar r\u00e1pidamente los ciclos an\u00f3malos y analizar las causas probables de las afectaciones, tanto mediante el an\u00e1lisis forense como mediante el an\u00e1lisis en tiempo real.<\/li>\n \t<li>La aplicaci\u00f3n STELA, desarrollada sobre la plataforma MIIMETIQ de Nexiona, permite a los operarios de las prensas, a los supervisores de planta, a los equipos de preparaci\u00f3n de prensas ya los ingenieros de planta detectar r\u00e1pidamente anomal\u00edas en las configuraciones de las prensas, independientemente de la referencia del fabricante y de la prensa supervisada. Tambi\u00e9n les permite visualizar los resultados con una interfaz simple, orientada al operario de planta, y una interfaz detallada, orientada al ingeniero de planta o al cient\u00edfico de datos.<\/li>\n \t<li>Loire Gestamp tiene la capacidad de identificar en breve problemas propios de la bomba auxiliar en caso de funcionamiento an\u00f3malo.<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-337ee72 e-flex e-con-boxed e-con e-parent\" data-id=\"337ee72\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3fb16c3 elementor-widget elementor-widget-image\" data-id=\"3fb16c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"620\" height=\"378\" src=\"https:\/\/www.thinkupc.com\/wp-content\/uploads\/2025\/02\/stela-loire-gestamp.jpg\" class=\"attachment-large size-large wp-image-5421\" alt=\"Stela\" srcset=\"https:\/\/www.thinkupc.com\/wp-content\/uploads\/2025\/02\/stela-loire-gestamp.jpg 620w, https:\/\/www.thinkupc.com\/wp-content\/uploads\/2025\/02\/stela-loire-gestamp-300x183.jpg 300w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/>\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<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Ayudamos a Loire Gestamp a detectar e identificar patrones de funcionamiento an\u00f3malo que influyan en su proceso de producci\u00f3n.<\/p>\n","protected":false},"author":2,"featured_media":4743,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[149,147],"tags":[181],"class_list":["post-5418","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-powered-applications-es","category-referencias","tag-ai-powered-applications-es"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - 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