{"id":48136,"date":"2025-06-30T14:15:15","date_gmt":"2025-06-30T12:15:15","guid":{"rendered":"https:\/\/webteknei-wbyith26fq.live-website.com\/case-studies\/predictive-model-based-on-neural-networks\/"},"modified":"2025-11-19T10:22:11","modified_gmt":"2025-11-19T09:22:11","slug":"predictive-model-based-on-neural-networks","status":"publish","type":"neuros_case_study","link":"https:\/\/teknei.com\/en\/case-studies\/predictive-model-based-on-neural-networks\/","title":{"rendered":"Predictive model based on neural networks"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"48136\" class=\"elementor elementor-48136 elementor-40145\" data-elementor-post-type=\"neuros_case_study\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2938de7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2938de7\" data-element_type=\"section\" data-e-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-1cf48dd\" data-id=\"1cf48dd\" data-element_type=\"column\" data-e-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-bc11a43 elementor-widget elementor-widget-neuros_heading\" data-id=\"bc11a43\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h2 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Neural network-based predictive model for industrial furnaces in aluminum recycling plants<\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43e4738 elementor-widget elementor-widget-neuros_heading\" data-id=\"43e4738\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h2 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Challenge<\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85eaeb2 elementor-widget elementor-widget-text-editor\" data-id=\"85eaeb2\" data-element_type=\"widget\" data-e-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\t\t<p>In the aluminum recycling plants, the melting process in rotary furnaces was organized in non-standardized <strong>casts<\/strong>, depending on the subjective criteria of the people who operated them. This lack of uniformity <strong>prevented the automation of the process<\/strong>, hindered energy and operational efficiency, and generated a strong dependence on the tacit knowledge of the personnel. <\/p>\t\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-e69e557 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e69e557\" data-element_type=\"section\" data-e-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-f28d37c\" data-id=\"f28d37c\" data-element_type=\"column\" data-e-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-a26f423 elementor-widget elementor-widget-neuros_heading\" data-id=\"a26f423\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h2 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Solution<\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c4c5da elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"8c4c5da\" data-element_type=\"widget\" data-e-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\t\t<p>Developed a <strong>neural network-based predictive model<\/strong> trained with historical furnace data &#8211; highly sensed with per-second data &#8211; to anticipate the <strong>optimal time to recharge<\/strong> the furnace, using <strong>&#8220;torque&#8221;<\/strong> as a key variable.<\/p><p>The system identifies the instant when the furnace has reached an optimum state of metal fluidity, allowing automated reloading without the continuous supervision of the operator. This allows: <\/p><ul><li>Automate the casting process.<\/li><li>Increase operational efficiency.<\/li><li>Reduce reliance on undocumented knowledge.<\/li><li>Improve productivity and reduce energy consumption.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-419d183 elementor-blockquote--skin-clean elementor-widget elementor-widget-blockquote\" data-id=\"419d183\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tWe apply neural networks to predict the optimal reloading time in aluminum recycling furnaces, automating casting and improving efficiency, productivity and energy consumption.\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\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-b2c9b5e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b2c9b5e\" data-element_type=\"section\" data-e-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-50 elementor-top-column elementor-element elementor-element-3285d30\" data-id=\"3285d30\" data-element_type=\"column\" data-e-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-481cb68 elementor-widget elementor-widget-neuros_heading\" data-id=\"481cb68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h4 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Keys to success<\/span><\/h4><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4fd863c elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"4fd863c\" data-element_type=\"widget\" data-e-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\t\t<ul>\n<li><strong>Neural networks trained with two years of operational data.<\/strong><\/li>\n<li><strong>80% prediction accuracy within \u00b16 minutes.<\/strong><\/li>\n<li><strong>Real-time automation of critical processes.<\/strong><\/li>\n<li> <strong>Transformation of expert knowledge into replicable logic.<\/strong><\/li>\n<li><strong>Increased casting and reduced consumption: more efficiency, fewer resources.<\/strong><\/li>\n<\/ul>\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-64af8b4\" data-id=\"64af8b4\" data-element_type=\"column\" data-e-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-4ac5020 elementor-widget__width-auto elementor-widget elementor-widget-counter\" data-id=\"4ac5020\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">prediction accuracy  <\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"80\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">%<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aca99da elementor-widget__width-initial elementor-widget elementor-widget-counter\" data-id=\"aca99da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">of operational data<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"2\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">  Years<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\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<div class=\"elementor-element elementor-element-0875654 e-con-full e-flex e-con e-child\" data-id=\"0875654\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-002656f e-con-full e-flex e-con e-child\" data-id=\"002656f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a3b3ad5 elementor-widget elementor-widget-neuros_heading\" data-id=\"a3b3ad5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h3 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Related success stories<\/span><\/h3><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16bdf36 elementor-pagination-type-bullets elementor-arrows-position-inside elementor-pagination-position-outside elementor-widget elementor-widget-loop-carousel\" data-id=\"16bdf36\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;template_id&quot;:45675,&quot;_skin&quot;:&quot;post&quot;,&quot;slides_to_show&quot;:&quot;3&quot;,&quot;slides_to_show_tablet&quot;:&quot;2&quot;,&quot;slides_to_show_mobile&quot;:&quot;1&quot;,&quot;slides_to_scroll&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;.elementor-loop-container&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;speed&quot;:500,&quot;arrows&quot;:&quot;yes&quot;,&quot;pagination&quot;:&quot;bullets&quot;,&quot;image_spacing_custom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;image_spacing_custom_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;image_spacing_custom_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"loop-carousel.post\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"swiper elementor-loop-container elementor-grid\" role=\"list\" dir=\"ltr\">\n\t\t\t\t<div class=\"swiper-wrapper\" aria-live=\"off\">\n\t\t<style id=\"loop-45675\">.elementor-45675 .elementor-element.elementor-element-13214511{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--gap:10px 10px;--row-gap:10px;--column-gap:10px;--flex-wrap:wrap;--border-radius:30px 30px 30px 30px;--padding-top:8%;--padding-bottom:8%;--padding-left:8%;--padding-right:8%;}.elementor-45675 .elementor-element.elementor-element-13214511:not(.elementor-motion-effects-element-type-background), .elementor-45675 .elementor-element.elementor-element-13214511 > .elementor-motion-effects-container > 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.elementor-heading-title{font-size:18px;}}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"45675\" class=\"elementor elementor-45675 swiper-slide e-loop-item e-loop-item-48145 post-48145 neuros_case_study type-neuros_case_study status-publish has-post-thumbnail hentry neuros_case_study_category-industry neuros_case_study_category-strategic-business-consulting neuros_case_study_tag-operations-management\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-13214511 e-con-full e-flex e-con e-parent\" data-id=\"13214511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d211de5 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d211de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/teknei.com\/en\/case-studies\/cpq-solution-selection-to-streamline-and-customize-offerings\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2000\" height=\"1126\" src=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-8.jpg\" class=\"attachment-full size-full wp-image-44676\" alt=\"Selecci\u00f3n de soluci\u00f3n CPQ para agilizar y personalizar ofertas\" srcset=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-8.jpg 2000w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-8-300x169.jpg 300w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-8-1024x577.jpg 1024w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-8-768x432.jpg 768w\" sizes=\"(max-width: 2000px) 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hentry neuros_case_study_category-industry neuros_case_study_category-strategic-business-consulting neuros_case_study_tag-organization-and-corporate-governance\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-13214511 e-con-full e-flex e-con e-parent\" data-id=\"13214511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d211de5 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d211de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/teknei.com\/en\/case-studies\/cultural-and-digital-transformation-with-agile-methodology\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2000\" height=\"1126\" src=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-7.jpg\" class=\"attachment-full size-full wp-image-44680\" alt=\"Transformaci\u00f3n cultural y digital con metodolog\u00eda \u00e1gil\" srcset=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-7.jpg 2000w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-7-300x169.jpg 300w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-7-1024x577.jpg 1024w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-7-768x432.jpg 768w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7917f591 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"7917f591\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/teknei.com\/en\/case-studies\/cultural-and-digital-transformation-with-agile-methodology\/\">Cultural and digital transformation with agile methodology<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"45675\" class=\"elementor elementor-45675 swiper-slide e-loop-item e-loop-item-48139 post-48139 neuros_case_study type-neuros_case_study status-publish has-post-thumbnail hentry neuros_case_study_category-industry neuros_case_study_category-strategic-business-consulting neuros_case_study_tag-corporate-development\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-13214511 e-con-full e-flex e-con e-parent\" data-id=\"13214511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d211de5 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d211de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/teknei.com\/en\/case-studies\/study-on-the-demand-for-services\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2000\" height=\"1126\" src=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-6.jpg\" class=\"attachment-full size-full wp-image-44684\" alt=\"Estudio sobre la demanda de servicio\" srcset=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-6.jpg 2000w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-6-300x169.jpg 300w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-6-1024x577.jpg 1024w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-6-768x432.jpg 768w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7917f591 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"7917f591\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/teknei.com\/en\/case-studies\/study-on-the-demand-for-services\/\">Study on the demand for services<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"45675\" class=\"elementor elementor-45675 swiper-slide e-loop-item e-loop-item-48136 post-48136 neuros_case_study type-neuros_case_study status-publish has-post-thumbnail hentry neuros_case_study_category-data-strategy neuros_case_study_category-industry neuros_case_study_tag-data-governance-en\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-13214511 e-con-full e-flex e-con e-parent\" data-id=\"13214511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d211de5 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d211de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/teknei.com\/en\/case-studies\/predictive-model-based-on-neural-networks\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2000\" height=\"1126\" src=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-5.jpg\" class=\"attachment-full size-full wp-image-44688\" alt=\"Modelo predictivo basado en redes neuronales\" srcset=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-5.jpg 2000w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-5-300x169.jpg 300w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-5-1024x577.jpg 1024w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-5-768x432.jpg 768w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7917f591 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"7917f591\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/teknei.com\/en\/case-studies\/predictive-model-based-on-neural-networks\/\">Predictive model based on neural networks<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"45675\" class=\"elementor elementor-45675 swiper-slide e-loop-item e-loop-item-48133 post-48133 neuros_case_study type-neuros_case_study status-publish has-post-thumbnail hentry neuros_case_study_category-iag-en neuros_case_study_category-industry neuros_case_study_tag-virtual-assistants\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-13214511 e-con-full e-flex e-con e-parent\" data-id=\"13214511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d211de5 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d211de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/teknei.com\/en\/case-studies\/implementation-of-a-virtual-assistant-with-ai\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2000\" height=\"1126\" src=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-4.jpg\" class=\"attachment-full size-full wp-image-44692\" alt=\"Implantaci\u00f3n de un asistente virtual con IA\" srcset=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-4.jpg 2000w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-4-300x169.jpg 300w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-4-1024x577.jpg 1024w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-4-768x432.jpg 768w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7917f591 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"7917f591\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/teknei.com\/en\/case-studies\/implementation-of-a-virtual-assistant-with-ai\/\">Implementation of a virtual assistant with AI<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"45675\" class=\"elementor elementor-45675 swiper-slide e-loop-item e-loop-item-48130 post-48130 neuros_case_study type-neuros_case_study status-publish has-post-thumbnail hentry neuros_case_study_category-data-strategy neuros_case_study_category-industry neuros_case_study_tag-data-analytics-en\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-13214511 e-con-full e-flex e-con e-parent\" data-id=\"13214511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d211de5 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d211de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/teknei.com\/en\/case-studies\/prediction-of-wear-in-railway-components\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1636\" height=\"921\" src=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/tren.jpg\" class=\"attachment-full size-full wp-image-44864\" alt=\"Predicci\u00f3n del desgaste en componentes ferroviarios\" srcset=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/tren.jpg 1636w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/tren-300x169.jpg 300w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/tren-1024x576.jpg 1024w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/tren-768x432.jpg 768w\" sizes=\"(max-width: 1636px) 100vw, 1636px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7917f591 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"7917f591\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/teknei.com\/en\/case-studies\/prediction-of-wear-in-railway-components\/\">Prediction of wear in railway components<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\" aria-label=\"Previous\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-eicon-chevron-left\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M646 125C629 125 613 133 604 142L308 442C296 454 292 471 292 487 292 504 296 521 308 533L604 854C617 867 629 875 646 875 663 875 679 871 692 858 704 846 713 829 713 812 713 796 708 779 692 767L438 487 692 225C700 217 708 204 708 187 708 171 704 154 692 142 675 129 663 125 646 125Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-next\" role=\"button\" tabindex=\"0\" aria-label=\"Next\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-eicon-chevron-right\" viewBox=\"0 0 1000 1000\" 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This lack of uniformity prevented the automation of the process, hindered energy and operational&#8230;<\/p>\n","protected":false},"author":5,"featured_media":44688,"template":"","neuros_case_study_category":[285,294],"neuros_case_study_tag":[297],"class_list":["post-48136","neuros_case_study","type-neuros_case_study","status-publish","has-post-thumbnail","hentry","neuros_case_study_category-data-strategy","neuros_case_study_category-industry","neuros_case_study_tag-data-governance-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/neuros_case_study\/48136","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/neuros_case_study"}],"about":[{"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/types\/neuros_case_study"}],"author":[{"embeddable":true,"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":3,"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/neuros_case_study\/48136\/revisions"}],"predecessor-version":[{"id":48637,"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/neuros_case_study\/48136\/revisions\/48637"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/media\/44688"}],"wp:attachment":[{"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/media?parent=48136"}],"wp:term":[{"taxonomy":"neuros_case_study_category","embeddable":true,"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/neuros_case_study_category?post=48136"},{"taxonomy":"neuros_case_study_tag","embeddable":true,"href":"https:\/\/teknei.com\/en\/wp-json\/wp\/v2\/neuros_case_study_tag?post=48136"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}