{"id":12669,"date":"2023-10-11T12:34:52","date_gmt":"2023-10-11T10:34:52","guid":{"rendered":"https:\/\/citeni.udc.es\/?p=12669"},"modified":"2023-10-11T14:38:16","modified_gmt":"2023-10-11T12:38:16","slug":"redes-neuronais-artificiais-unha-metodoloxia-alternativa-para-o-complexo-calculo-estrutural","status":"publish","type":"post","link":"https:\/\/citeni.udc.es\/gl\/redes-neuronais-artificiais-unha-metodoloxia-alternativa-para-o-complexo-calculo-estrutural\/","title":{"rendered":"Redes neuronais artificiais: unha metodolox\u00eda alternativa para o complexo c\u00e1lculo estrutural"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"12669\" class=\"elementor elementor-12669 elementor-12260\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-578e4c3e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"578e4c3e\" 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-df10dff\" data-id=\"df10dff\" 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-6b0648e elementor-widget elementor-widget-tp-heading\" data-id=\"6b0648e\" data-element_type=\"widget\" data-widget_type=\"tp-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t\n                    <div class=\"tp-section\">\n                                <span class=\"tp-section__sub-title left-line right-line mb-25 tp-el-subtitle\">\n                    A editorial acad\u00e9mica Elsevier destaca en Structures un artigo do investigador do Laboratorio de An\u00e1lise Estrutural do CITENI Jos\u00e9 Manuel Reinosa. O grupo de investigaci\u00f3n a que pertence o profesor do Campus Industrial da UDC aposta polo uso de redes neuronais artificiais para predicir o comportamento das uni\u00f3ns semirr\u00edxidas en estruturas de aceiro                <\/span>\n                                                            <\/div>\n        \n        \n        \t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4263ca08 elementor-widget elementor-widget-text-editor\" data-id=\"4263ca08\" 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>O c\u00e1lculo de estruturas constit\u00fae unha parte fundamental do dese\u00f1o de calquera proxecto de edificaci\u00f3n. Mediante a an\u00e1lise estrutural \u00e9 posible determinar os efectos das cargas, a distribuci\u00f3n das forzas, as deformaci\u00f3ns ou os desprazamentos que afectar\u00e1n a unha estrutura.<\/p>\n<p>Esta fase previa \u00e1 construci\u00f3n \u00e9 clave para predicir o comportamento de calquera configuraci\u00f3n estrutural. As uni\u00f3ns son compo\u00f1entes fundamentais, responsables, en gran medida, da funcionalidade estrutural. Tradicionalmente, o seu c\u00e1lculo lev\u00e1base a cabo de xeito simple: mediante a suposici\u00f3n de comportamentos extremos, de conexi\u00f3ns totalmente r\u00edxidas ou totalmente articuladas; pero o funcionamento real das uni\u00f3ns asem\u00e9llase m\u00e1is a un comportamento h\u00edbrido, \u00e9 dicir, relativo \u00e1s uni\u00f3ns semirr\u00edxidas.<\/p>\n<p>O <a href=\"https:\/\/investigacion.udc.es\/es\/Research\/Details\/G000537\"><strong>Laboratorio de An\u00e1lise Estrutural<\/strong><\/a> do <a href=\"https:\/\/citeni.udc.es\/gl\/\"><strong>CITENI<\/strong><\/a> desenvolve unha li<strong>\u00f1a de investigaci\u00f3n<\/strong> que estuda o comportamento das <strong>uni\u00f3ns semirr\u00edxidas en estruturas de aceiro.<\/strong><\/p>\n<p>O dese\u00f1o estrutural resulta un proceso complexo, polas directrices da norma europea para o dese\u00f1o de estruturas de aceiro (Euroc\u00f3digo 3); e tam\u00e9n custoso, porque a simulaci\u00f3n computacional con modelos num\u00e9ricos avanzados require equipos moi potentes capaces de procesar grandes volumes de datos.<\/p>\n<p>O uso de <strong>redes neuronais artificiais<\/strong> nun \u00e1mbito xeom\u00e9trico controlado pode facilitar moito este dese\u00f1o, grazas \u00e1 incorporaci\u00f3n de modelos matem\u00e1ticos capaces de predicir comportamentos con base na informaci\u00f3n previamente almacenada e no adestramento recibido.<\/p>\n<p>Esta <strong>alternativa metodol\u00f3gica<\/strong> es la que el investigador Jos\u00e9 Manuel Reinosa hace en su art\u00edculo de investigaci\u00f3n <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2352012423009943\"><strong>\u00abArtificial neural network prediction of the initial stiffness of semi-rigid beam-to-column connections\u00bb<\/strong><\/a>, publicado recientemente en la <strong>revista cient\u00edfica <em>Structures<\/em><\/strong> de la editorial acad\u00e9mica Elsevier.<\/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-a341e98 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a341e98\" 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-aa68eb8\" data-id=\"aa68eb8\" 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-07b03b8 elementor-widget elementor-widget-image\" data-id=\"07b03b8\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"472\" src=\"https:\/\/citeni.udc.es\/wp-content\/uploads\/2023\/09\/Reinosa-LAE-1-1024x755.jpg\" class=\"attachment-large size-large wp-image-12265\" alt=\"Par\u00e1metros geom\u00e9tricos considerados en el estudio\" srcset=\"https:\/\/citeni.udc.es\/wp-content\/uploads\/2023\/09\/Reinosa-LAE-1-1024x755.jpg 1024w, https:\/\/citeni.udc.es\/wp-content\/uploads\/2023\/09\/Reinosa-LAE-1-300x221.jpg 300w, https:\/\/citeni.udc.es\/wp-content\/uploads\/2023\/09\/Reinosa-LAE-1-768x566.jpg 768w, https:\/\/citeni.udc.es\/wp-content\/uploads\/2023\/09\/Reinosa-LAE-1-500x369.jpg 500w, https:\/\/citeni.udc.es\/wp-content\/uploads\/2023\/09\/Reinosa-LAE-1-800x590.jpg 800w, https:\/\/citeni.udc.es\/wp-content\/uploads\/2023\/09\/Reinosa-LAE-1.jpg 1112w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Par\u00e1metros xeom\u00e9tricos considerados no estudio.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-deee162 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"deee162\" 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-fa3a268\" data-id=\"fa3a268\" 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-a383871 elementor-widget elementor-widget-text-editor\" data-id=\"a383871\" 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>A rede desenvolvida n\u00fatrese de <strong>informaci\u00f3n fiable<\/strong>. Neste caso incorp\u00f3rase a <strong>base de datos SCDB<\/strong> (<em>Steel Connection Data Bank)<\/em> dos investigadores Kishi e Chen. Este banco de datos, reco\u00f1ecido a nivel mundial, evita a realizaci\u00f3n de custosas campa\u00f1as experimentais, ao inclu\u00edr m\u00faltiples datos de rixidez de conexi\u00f3ns angulares de aceiro: proporciona par\u00e1metros e caracter\u00edsticas momento-rotaci\u00f3n de conexi\u00f3ns angulares (viga-columna) semirr\u00edxidas (remachadas, aparafusadas e soldadas).<\/p><p>As conexi\u00f3ns angulares adoitan mostrar un comportamento non lineal durante as primeiras etapas do proceso de carga e unha selecci\u00f3n equivocada dos primeiros puntos da curva momento-rotaci\u00f3n pode dar lugar a valores err\u00f3neos de rixidez inicial. Por iso, a rede tam\u00e9n incorpora datos experimentais con imperfecci\u00f3ns reais, o que evita predici\u00f3ns inexactas por sobreaxuste.<\/p><p>Finalmente, o estudo revela que a aplicaci\u00f3n desta metodolox\u00eda, baseada en redes neuronais artificiais <em>(Artificial Neural Network)<\/em>, representa <strong>unha dobre vantaxe<\/strong> fronte a outros m\u00e9todos de c\u00e1lculo num\u00e9rico tradicional: <strong>pred\u00ed a rixidez inicial das uni\u00f3ns semirr\u00edxidas de viga a columna de xeito realista e moito m\u00e1is r\u00e1pido<\/strong>, o que resulta eficaz para fins de investigaci\u00f3n ou a toma de decisi\u00f3ns en traballos experimentais, xa que evita os custosos e complexos modelos num\u00e9ricos.<\/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-c659153 elementor-widget elementor-widget-spacer\" data-id=\"c659153\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\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-27a793e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"27a793e\" 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-24102cc\" data-id=\"24102cc\" 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-6534f65 elementor-arrows-position-inside elementor-pagination-position-outside elementor-widget elementor-widget-image-carousel\" data-id=\"6534f65\" data-element_type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;1&quot;,&quot;lazyload&quot;:&quot;yes&quot;,&quot;navigation&quot;:&quot;both&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;infinite&quot;:&quot;yes&quot;,&quot;effect&quot;:&quot;slide&quot;,&quot;speed&quot;:500}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 de 2\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/citeni.udc.es\/wp-content\/uploads\/2023\/09\/Reinosa-LAE-3-scaled.jpg\" alt=\"Jos\u00e9 Manuel Reinosa en la instalaciones del LAE.\" \/><div class=\"swiper-lazy-preloader\"><\/div><figcaption class=\"elementor-image-carousel-caption\">Jos\u00e9 Manuel Reinosa en la instalaciones del LAE. <\/figcaption><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 de 2\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/citeni.udc.es\/wp-content\/uploads\/2023\/09\/Reinosa-LAE-2-scaled.jpg\" alt=\"El investigador Jos\u00e9 Manuel Reinosa en su despacho del LAE\" \/><div class=\"swiper-lazy-preloader\"><\/div><figcaption class=\"elementor-image-carousel-caption\">El investigador Jos\u00e9 Manuel Reinosa en su despacho del LAE.<\/figcaption><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\">\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-left\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-next\" role=\"button\" tabindex=\"0\">\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-right\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"swiper-pagination\"><\/div>\n\t\t\t\t\t\t\t\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-605eeee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"605eeee\" 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-33c19f3\" data-id=\"33c19f3\" 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-8c46297 elementor-widget elementor-widget-text-editor\" data-id=\"8c46297\" 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>*Referencia: <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/s2352012423009943\">https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2352012423009943<\/a><\/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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>A editorial acad\u00e9mica Elsevier destaca en Structures un artigo do investigador do Laboratorio de An\u00e1lise Estrutural do CITENI Jos\u00e9 Manuel Reinosa. O grupo de investigaci\u00f3n a que pertence o profesor do Campus Industrial da UDC aposta polo uso de redes neuronais artificiais para predicir o comportamento das uni\u00f3ns semirr\u00edxidas en estruturas de aceiro O c\u00e1lculo [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":12283,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"_vp_format_video_url":"","_vp_image_focal_point":[],"footnotes":""},"categories":[96],"tags":[],"class_list":["post-12669","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-novas"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"A editorial acad\u00e9mica Elsevier destaca en Structures un artigo do investigador do Laboratorio de An\u00e1lise Estrutural do CITENI Jos\u00e9 Manuel Reinosa. 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