{"id":4549,"date":"2026-01-09T12:52:57","date_gmt":"2026-01-09T11:52:57","guid":{"rendered":"https:\/\/polymat.eu\/aprendizaje-automatico\/"},"modified":"2026-09-10T06:16:07","modified_gmt":"2026-09-10T04:16:07","slug":"aprendizaje-automatico","status":"publish","type":"page","link":"https:\/\/polymat.eu\/es\/investigacion\/ingenieria-simulacion\/aprendizaje-automatico\/","title":{"rendered":"Aprendizaje autom\u00e1tico para el desarrollo de pol\u00edmeros"},"content":{"rendered":"<div id='av_section_1'  class='avia-section av-ceq16-d125a9dad91867fc20690218a0d4ccfb main_color avia-section-default avia-no-border-styling  avia-builder-el-0  el_before_av_section  avia-builder-el-first  avia-bg-style-scroll container_wrap fullsize'  ><div class='container av-section-cont-open' ><main  role=\"main\" itemprop=\"mainContentOfPage\"  class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-4549'><div class='entry-content-wrapper clearfix'>\n<br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ml95lnd5-c5946e469d338f2c64966f543f09c609\">\n#top .av-special-heading.av-ml95lnd5-c5946e469d338f2c64966f543f09c609{\npadding-bottom:10px;\ncolor:#d8534c;\n}\nbody .av-special-heading.av-ml95lnd5-c5946e469d338f2c64966f543f09c609 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-ml95lnd5-c5946e469d338f2c64966f543f09c609 .special-heading-inner-border{\nborder-color:#d8534c;\n}\n.av-special-heading.av-ml95lnd5-c5946e469d338f2c64966f543f09c609 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-ml95lnd5-c5946e469d338f2c64966f543f09c609 av-special-heading-h1 custom-color-heading  avia-builder-el-1  el_before_av_one_half  avia-builder-el-first '><h1 class='av-special-heading-tag '  itemprop=\"headline\"  >Aprendizaje autom\u00e1tico para el desarrollo de pol\u00edmeros<\/h1><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n<div class='flex_column_table av-bkn8m-dd16e13c091976ac518a6f8252905d0a sc-av_one_half av-break-at-tablet-flextable av-equal-height-column-flextable'><div  class='flex_column av-bkn8m-dd16e13c091976ac518a6f8252905d0a av_one_half  avia-builder-el-2  el_after_av_heading  el_before_av_one_half  first av-break-at-tablet flex_column_table_cell av-equal-height-column av-align-top av-animated-generic fade-in-left  '     ><section  class='av_textblock_section av-ml95oypj-f7319e1d8f1bb568921e3fbdd396a926 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p>Aplicamos aprendizaje autom\u00e1tico guiado por el conocimiento para optimizar procesos y dise\u00f1ar nuevos materiales polim\u00e9ricos.<\/p>\n<\/div><\/section><\/div><div class='av-flex-placeholder'><\/div><div  class='flex_column av-115d9-ba1908903f7eb955c6f3b8b42120cbe3 av_one_half  avia-builder-el-4  el_after_av_one_half  el_before_av_hr  av-break-at-tablet flex_column_table_cell av-equal-height-column av-align-top  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ml95rkze-7e8fb8971284f76c827a8b1b5fa6571f\">\n.avia-image-container.av-ml95rkze-7e8fb8971284f76c827a8b1b5fa6571f img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-ml95rkze-7e8fb8971284f76c827a8b1b5fa6571f .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-ml95rkze-7e8fb8971284f76c827a8b1b5fa6571f av-styling- avia_animated_image av-animated-when-visible-95 fade-in avia-align-center  avia-builder-el-5  avia-builder-el-no-sibling '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-2893 avia-img-lazy-loading-not-2893 avia_image ' src=\"https:\/\/polymat.eu\/site\/files\/2026\/06\/nicholas-ballard.jpg\" alt='' title='nicholas-ballard'  height=\"420\" width=\"1000\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/polymat.eu\/site\/files\/2026\/06\/nicholas-ballard.jpg 1000w, https:\/\/polymat.eu\/site\/files\/2026\/06\/nicholas-ballard-300x126.jpg 300w, https:\/\/polymat.eu\/site\/files\/2026\/06\/nicholas-ballard-768x323.jpg 768w, https:\/\/polymat.eu\/site\/files\/2026\/06\/nicholas-ballard-705x296.jpg 705w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/div><\/div><\/div><\/div><\/div><!--close column table wrapper. Autoclose: 1 -->\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ml989vkl-2228d714b94a0edb8e09317f1c94076c\">\n#top .hr.av-ml989vkl-2228d714b94a0edb8e09317f1c94076c{\nmargin-top:30px;\nmargin-bottom:30px;\n}\n.hr.av-ml989vkl-2228d714b94a0edb8e09317f1c94076c .hr-inner{\nwidth:100%;\nborder-color:#bdbdbd;\n}\n<\/style>\n<div  class='hr av-ml989vkl-2228d714b94a0edb8e09317f1c94076c hr-custom  avia-builder-el-6  el_after_av_one_half  el_before_av_one_full  hr-center hr-icon-no'><span class='hr-inner inner-border-av-border-thin'><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div  class='flex_column av-ml95wyfa-9f6c35b506bcbdf819686dd71a9083e3 av_one_full  avia-builder-el-7  el_after_av_hr  avia-builder-el-last  first flex_column_div av-animated-generic zoom-in  '     ><section  class='av_textblock_section av-ml95w20c-fbd7ff9294266b6de7ec9bf165f9bf74 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p style=\"text-align: center\">El aprendizaje autom\u00e1tico permite establecer de forma cuantitativa relaciones complejas, como las presentes en los sistemas de polimerizaci\u00f3n, aunque requiere grandes cantidades de datos para su entrenamiento. Sin embargo, en muchas \u00e1reas de las ciencias f\u00edsicas, y especialmente en el caso de los pol\u00edmeros en medios dispersos, los datos son limitados debido a la complejidad y al tiempo que requiere su caracterizaci\u00f3n.<br \/>\nNuestra investigaci\u00f3n busca ir m\u00e1s all\u00e1 de los enfoques basados exclusivamente en datos y demostrar el potencial del aprendizaje autom\u00e1tico guiado por el conocimiento. En este enfoque, los fundamentos cient\u00edficos se integran directamente en los modelos, lo que permite aprovechar la capacidad de los algoritmos para analizar datos sin necesidad de conjuntos de informaci\u00f3n masivos. Entre las principales aplicaciones se encuentran el control de reactores, el dise\u00f1o de formulaciones y el desarrollo de nuevos materiales polim\u00e9ricos.   <\/p>\n<\/div><\/section><\/div>\n\n<\/div><\/div><\/main><!-- close content main element --><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ml991mko-c895971a95a2375f267523e5fd031ab7\">\n.avia-section.av-ml991mko-c895971a95a2375f267523e5fd031ab7 .av-parallax .av-parallax-inner{\nbackground-repeat:no-repeat;\nbackground-image:url(https:\/\/polymat.eu\/site\/files\/2026\/01\/31.jpg);\nbackground-position:50% 0%;\nbackground-attachment:scroll;\n}\n.avia-section.av-ml991mko-c895971a95a2375f267523e5fd031ab7 .av-section-color-overlay{\nopacity:0.8;\nbackground-color:#000000;\n}\n<\/style>\n<div id='av_section_2'  class='avia-section av-ml991mko-c895971a95a2375f267523e5fd031ab7 alternate_color avia-section-default avia-no-border-styling  avia-builder-el-9  el_after_av_section  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.av-special-heading.av-ml98pby1-be9a729590190cbef7a2e3e267145acb{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-ml98pby1-be9a729590190cbef7a2e3e267145acb .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-ml98pby1-be9a729590190cbef7a2e3e267145acb .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-ml98pby1-be9a729590190cbef7a2e3e267145acb av-special-heading-h2  avia-builder-el-11  avia-builder-el-no-sibling '><h2 class='av-special-heading-tag '  itemprop=\"headline\"  >Equipo investigador<\/h2><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><\/div><div  class='flex_column av-ml98q5ln-e225bd5e3faa8d9603955343671a3c1c av_one_full  avia-builder-el-12  el_after_av_one_full  avia-builder-el-last  first flex_column_div av-animated-generic pop-up  column-top-margin'     ><\/div>\n\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ml96rebf-47c6db18d7b58f03fb412a45c7ac69f1\">\n.avia-section.av-ml96rebf-47c6db18d7b58f03fb412a45c7ac69f1 .av-parallax .av-parallax-inner{\nbackground-repeat:no-repeat;\nbackground-image:url(https:\/\/polymat.eu\/site\/files\/2026\/01\/45.jpg);\nbackground-position:50% 0%;\nbackground-attachment:scroll;\n}\n.avia-section.av-ml96rebf-47c6db18d7b58f03fb412a45c7ac69f1 .av-section-color-overlay{\nopacity:0.8;\nbackground-color:#ffffff;\n}\n<\/style>\n<div id='av_section_3'  class='avia-section av-ml96rebf-47c6db18d7b58f03fb412a45c7ac69f1 main_color avia-section-default avia-no-border-styling  avia-builder-el-14  el_after_av_section  avia-builder-el-last  av-parallax-section avia-bg-style-parallax av-section-color-overlay-active container_wrap fullsize'  data-section-bg-repeat='no-repeat'><div class='av-parallax' data-avia-parallax-ratio='0.3' ><div class='av-parallax-inner main_color avia-full-stretch'><\/div><\/div><div class=\"av-section-color-overlay-wrap\"><div class=\"av-section-color-overlay\"><\/div><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-4549'><div class='entry-content-wrapper clearfix'>\n<br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ml96yhzq-461ceb1d3217d65bf5157860ea02b30f\">\n.avia-icon-grid-container.av-ml96yhzq-461ceb1d3217d65bf5157860ea02b30f .avia-icongrid{\njustify-content:space-between;\nrow-gap:2px;\n}\n.avia-icon-grid-container.av-ml96yhzq-461ceb1d3217d65bf5157860ea02b30f li.av-icon-cell-item{\nflex-basis:calc(50% - 1px);\n}\n.avia-icon-grid-container.av-ml96yhzq-461ceb1d3217d65bf5157860ea02b30f .avia-icongrid-wrapper .avia-icongrid-front{\nbackground-color:#d8534c;\n}\n.avia-icon-grid-container.av-ml96yhzq-461ceb1d3217d65bf5157860ea02b30f .avia-icongrid-wrapper 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href='https:\/\/polymat.eu\/es\/2026\/07\/03\/wp-global-styles-enfold-child\/' title='De la investigaci\u00f3n al impacto industrial'  class='avia-icongrid-wrapper av-ml96w4d9-91fb71b17cee3fdc6db27a306ba81da4'><article class='article-icon-entry '  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia-icongrid-front '><div class=\"avia-icongrid-inner\"><div class='avia-icongrid-icon'><span class='icongrid-char avia-svg-icon avia-font-svg_entypo-fontello' data-av_svg_icon='chart-area' data-av_iconset='svg_entypo-fontello'><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"31\" height=\"32\" viewBox=\"0 0 31 32\" preserveAspectRatio=\"xMidYMid meet\" aria-labelledby='av-svg-title-1' aria-describedby='av-svg-desc-1' role=\"graphics-symbol\">\n<title id='av-svg-title-1'>Chart-area<\/title>\n<desc id='av-svg-desc-1'>Chart-area<\/desc>\n<path d=\"M30.848 3.776q0.512-0.704 0.512 0.128v24.576h-30.848q-0.384 0-0.48-0.224t0.16-0.544l7.36-9.216q0.64-0.704 1.28-0.064l2.368 2.112q0.32 0.256 0.672 0.224t0.544-0.352l5.056-7.616q0.512-0.832 1.216-0.128l3.584 3.328q0.64 0.64 1.216-0.128z\"><\/path>\n<\/svg><\/span><\/div><header class=\"entry-content-header\" aria-label=\"Icon: De la investigaci\u00f3n al impacto industrial\"><h4 class='av_icongrid_title icongrid_title '  itemprop=\"headline\" >De la investigaci\u00f3n al impacto industrial<\/h4><\/header><\/div><\/div><div class='avia-icongrid-flipback '><div class=\"avia-icongrid-inner\"><div class='avia-icongrid-text'  itemprop=\"text\" ><p>Descubre c\u00f3mo la transferencia de conocimiento impulsa la colaboraci\u00f3n con empresas y la creaci\u00f3n de spin-offs.<\/p>\n<p><strong>Ver Industria y Transferencia<\/strong><\/p>\n<\/div><\/div><\/div><\/article><\/a><\/li>\n<li class='av-icon-cell-item av-row-with-2-cells av-row-nr-1 av-cell-2 av-first-cell-row av-last-cell-item'><div class='avia-icongrid-wrapper av-ml96w4d9-2-fc79e426e2869987d80a1e40fc01c500'><article class='article-icon-entry '  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia-icongrid-front '><div class=\"avia-icongrid-inner\"><div class='avia-icongrid-icon'><span class='icongrid-char avia-svg-icon avia-font-svg_entypo-fontello' data-av_svg_icon='chart-area' data-av_iconset='svg_entypo-fontello'><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"31\" height=\"32\" viewBox=\"0 0 31 32\" preserveAspectRatio=\"xMidYMid meet\" aria-labelledby='av-svg-title-2' aria-describedby='av-svg-desc-2' role=\"graphics-symbol\">\n<title id='av-svg-title-2'>Chart-area<\/title>\n<desc id='av-svg-desc-2'>Chart-area<\/desc>\n<path d=\"M30.848 3.776q0.512-0.704 0.512 0.128v24.576h-30.848q-0.384 0-0.48-0.224t0.16-0.544l7.36-9.216q0.64-0.704 1.28-0.064l2.368 2.112q0.32 0.256 0.672 0.224t0.544-0.352l5.056-7.616q0.512-0.832 1.216-0.128l3.584 3.328q0.64 0.64 1.216-0.128z\"><\/path>\n<\/svg><\/span><\/div><header class=\"entry-content-header\" aria-label=\"Icon: Personas que lideran la ciencia de los pol\u00edmeros\"><h4 class='av_icongrid_title icongrid_title '  itemprop=\"headline\" >Personas que lideran la ciencia de los pol\u00edmeros<\/h4><\/header><\/div><\/div><div class='avia-icongrid-flipback '><div class=\"avia-icongrid-inner\"><div class='avia-icongrid-text'  itemprop=\"text\" ><p>Conoce al equipo investigador que impulsa la innovaci\u00f3n desde el laboratorio.<br \/>\n<strong><br \/>\nVer Personas<\/strong><\/p>\n<\/div><\/div><\/div><\/article><\/div><\/li>\n<\/ul><\/div>\n\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":4498,"menu_order":3,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-4549","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/polymat.eu\/es\/wp-json\/wp\/v2\/pages\/4549","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/polymat.eu\/es\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/polymat.eu\/es\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/polymat.eu\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/polymat.eu\/es\/wp-json\/wp\/v2\/comments?post=4549"}],"version-history":[{"count":6,"href":"https:\/\/polymat.eu\/es\/wp-json\/wp\/v2\/pages\/4549\/revisions"}],"predecessor-version":[{"id":7143,"href":"https:\/\/polymat.eu\/es\/wp-json\/wp\/v2\/pages\/4549\/revisions\/7143"}],"up":[{"embeddable":true,"href":"https:\/\/polymat.eu\/es\/wp-json\/wp\/v2\/pages\/4498"}],"wp:attachment":[{"href":"https:\/\/polymat.eu\/es\/wp-json\/wp\/v2\/media?parent=4549"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}