{"id":14515,"date":"2025-05-25T23:01:03","date_gmt":"2025-05-25T20:01:03","guid":{"rendered":"https:\/\/www.razor-labs.com\/estudio-de-caso-datamind-ai-previene-fallas-en-motores-de-cintas-transportadoras-detectando-estrias-ocultas-en-los-rodamientos\/"},"modified":"2026-05-07T18:40:12","modified_gmt":"2026-05-07T15:40:12","slug":"estudio-de-caso-datamind-ai-previene-fallas-en-motores-de-cintas-transportadoras-detectando-estrias-ocultas-en-los-rodamientos","status":"publish","type":"post","link":"https:\/\/www.razor-labs.com\/es\/estudio-de-caso-datamind-ai-previene-fallas-en-motores-de-cintas-transportadoras-detectando-estrias-ocultas-en-los-rodamientos\/","title":{"rendered":"DataMind AI&#x2122; evita fallos en los motores de las cintas transportadoras detectando estr\u00edas ocultas en los cojinetes"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14515\" class=\"elementor elementor-14515 elementor-12188\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d45088b elementor-section-height-min-height post-head elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"d45088b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;parallax_background_enable&quot;:&quot;yes&quot;,&quot;parallax_background_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.65000000000000002220446049250313080847263336181640625,&quot;sizes&quot;:[]},&quot;parallax_background_direction&quot;:&quot;up&quot;,&quot;jet_parallax_layout_list&quot;:[],&quot;background_image&quot;:{&quot;id&quot;:13946,&quot;url&quot;:&quot;https:\\\/\\\/www.razor-labs.com\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/blog-fluting.png&quot;},&quot;background_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;background_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;parallax_background_speed_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;parallax_background_speed_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\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-9ac7901\" data-id=\"9ac7901\" 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-a06731d elementor-widget__width-auto post-date elementor-widget elementor-widget-heading\" data-id=\"a06731d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.razor-labs.com\/es\/category\/documentos\/case-studies\/\" rel=\"tag\">Case studies<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-3d020e0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3d020e0\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-705157d\" data-id=\"705157d\" 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-909259b elementor-widget__width-initial post-title elementor-widget elementor-widget-heading\" data-id=\"909259b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-xl\">DataMind AI&#x2122; evita fallos en los motores de las cintas transportadoras detectando estr\u00edas ocultas en los cojinetes<\/h1>\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 class=\"elementor-element elementor-element-d06bfc6 post-date elementor-widget elementor-widget-heading\" data-id=\"d06bfc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-large\">25 de mayo de 2025<\/div>\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-ff98730 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ff98730\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-33 elementor-top-column elementor-element elementor-element-84eee62\" data-id=\"84eee62\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-51e5465 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"51e5465\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-inner-column elementor-element elementor-element-a849a4f\" data-id=\"a849a4f\" 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-9a29fec elementor-widget elementor-widget-heading\" data-id=\"9a29fec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-large\">Por Razor Labs<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6828f8b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6828f8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-6db8e13 elementor-widget elementor-widget-heading\" data-id=\"6db8e13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-large\">5 min leer<\/div>\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-inner-section elementor-element elementor-element-4ee8f49 elementor-section-content-middle SHARE\u200b elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4ee8f49\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;sticky_enable&quot;:&quot;yes&quot;,&quot;jet_parallax_layout_list&quot;:[],&quot;sticky_unstick_on&quot;:&quot;mobile&quot;,&quot;sticky_follow_scroll&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;sticky_offset_bottom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]}}\">\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-inner-column elementor-element elementor-element-e86e2f9\" data-id=\"e86e2f9\" 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-7c54d7b share_label elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"7c54d7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">COMPARTE<\/div>\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-inner-column elementor-element elementor-element-e92b14f\" data-id=\"e92b14f\" 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-f503a0c elementor-share-buttons--view-icon elementor-share-buttons--skin-framed elementor-share-buttons--shape-circle elementor-grid-1 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"f503a0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Compartir en linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\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\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Compartir en facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\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\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Compartir en twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\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\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_email\" role=\"button\" tabindex=\"0\" aria-label=\"Compartir en email\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-envelope\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\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\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_print\" role=\"button\" tabindex=\"0\" aria-label=\"Compartir en print\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fas fa-print\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\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\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\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-89b8852\" data-id=\"89b8852\" 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-7a67b80 elementor-widget elementor-widget-heading\" data-id=\"7a67b80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">25 de mayo de 2025<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bc301a9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bc301a9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-inner-column elementor-element elementor-element-9d761ab\" data-id=\"9d761ab\" 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-11f87ba elementor-widget elementor-widget-heading\" data-id=\"11f87ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Visi\u00f3n general<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1877de elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"d1877de\" 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 class=\"p1\">En una gran mina de carb\u00f3n, se instal\u00f3 <a href=\"https:\/\/www.razor-labs.com\/datamind_ai\/\">DataMind AI\u2122<\/a>para supervisar varios motores de accionamiento de transportadores, componentes cr\u00edticos del proceso de manipulaci\u00f3n de materiales de la mina. Poco despu\u00e9s de la instalaci\u00f3n, el sistema detect\u00f3 un deterioro inicial en uno de los cojinetes del motor. Mientras que las herramientas de supervisi\u00f3n tradicionales lo reconocieron como un problema gen\u00e9rico de los cojinetes, <a href=\"https:\/\/www.razor-labs.com\/datamind_ai\/\">DataMind AI\u2122<\/a>identific\u00f3 <strong>la verdadera causa:<\/strong> estr\u00edas el\u00e9ctricas, da\u00f1os causados por fugas de corriente a trav\u00e9s del cojinete.  <\/p><p class=\"p1\">Esta idea result\u00f3 crucial. Sin ella, el equipo podr\u00eda haberse limitado a sustituir el cojinete, dejando sin resolver el problema el\u00e9ctrico. Eso habr\u00eda provocado fallos prematuros repetidos, costes de mantenimiento crecientes y un mayor riesgo operativo. En cambio, al abordar la causa subyacente, la planta pudo evitar da\u00f1os recurrentes, prolongar la vida \u00fatil de futuros rodamientos y evitar tiempos de inactividad innecesarios.   <\/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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-492fde0\" data-id=\"492fde0\" 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-0011cd3 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"0011cd3\" data-element_type=\"widget\" data-e-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\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"231\" height=\"518\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/value.png\" class=\"attachment-large size-large wp-image-13947\" alt=\"\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/value.png 231w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/value-134x300.png 134w\" sizes=\"(max-width: 231px) 100vw, 231px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-0788173 elementor-widget elementor-widget-text-editor\" data-id=\"0788173\" 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>Motor marcado como alarma:<\/p>\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-a5d4802 elementor-widget elementor-widget-image\" data-id=\"a5d4802\" data-element_type=\"widget\" data-e-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\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"418\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.19.19.png\" class=\"attachment-large size-large wp-image-14025\" alt=\"\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.19.19.png 889w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.19.19-300x157.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.19.19-768x401.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-6e588c6 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6e588c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-343c5af elementor-widget elementor-widget-heading\" data-id=\"343c5af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Detecci\u00f3n mediante fusi\u00f3n de sensores<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-856cbd6 elementor-widget elementor-widget-text-editor\" data-id=\"856cbd6\" 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<div title=\"P\u00e1gina 1\"><div class=\"page\" title=\"P\u00e1gina 2\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p class=\"p1\"><strong>Aislamiento del modo operativo<\/strong><br><a href=\"https:\/\/www.razor-labs.com\/datamind_ai\/\">DataMind AI\u2122<\/a>aplic\u00f3 la Fusi\u00f3n de Sensores -combinando datos de vibraci\u00f3n, tac\u00f3metro y corriente del motor- para detectar fallos mec\u00e1nicos en un entorno ruidoso y muy variable de la cinta transportadora. Al aislar los modos de funcionamiento constantes, el sistema filtr\u00f3 el ruido operativo causado por los cambios de carga, el tama\u00f1o del mineral o la din\u00e1mica de la cinta, reduciendo en gran medida los falsos positivos y garantizando que los aumentos de vibraci\u00f3n reflejaran problemas mec\u00e1nicos reales. <\/p><p><strong>Detecci\u00f3n de la Causa Ra\u00edz del Estriado<\/strong><br\/>El an\u00e1lisis envolvente elimin\u00f3 el ruido de alta frecuencia y revel\u00f3 la degradaci\u00f3n inicial de los rodamientos. Mientras que el espectro est\u00e1ndar mostraba un desgaste general, la demodulaci\u00f3n de la envolvente dejaba al descubierto patrones de estr\u00edas distintivos, una forma de da\u00f1o por descarga el\u00e9ctrica en la superficie del rodamiento, lo que permit\u00eda un diagn\u00f3stico preciso de la causa ra\u00edz. <\/p><\/div><\/div><\/div><\/div><\/div>\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-14b6b55 elementor-widget elementor-widget-image\" data-id=\"14b6b55\" data-element_type=\"widget\" data-e-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\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"312\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.19.40-1024x399.png\" class=\"attachment-large size-large wp-image-14026\" alt=\"\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.19.40-1024x399.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.19.40-300x117.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.19.40-768x299.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.19.40.png 1057w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-ffaf810 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ffaf810\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-402c0cd elementor-widget elementor-widget-heading\" data-id=\"402c0cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Retroalimentaci\u00f3n y validaci\u00f3n en tiempo real<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b81fd0a elementor-widget elementor-widget-text-editor\" data-id=\"b81fd0a\" 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>Tras alertar al centro, el equipo sustituy\u00f3 proactivamente el cojinete y resolvi\u00f3 un problema de conexi\u00f3n a tierra que se cre\u00eda que hab\u00eda causado el da\u00f1o.<\/p><p><a href=\"https:\/\/www.razor-labs.com\/datamind_ai\/\">DataMind AI\u2122<\/a>confirm\u00f3 el \u00e9xito de la reparaci\u00f3n en tiempo real:<\/p><ul><li>Los niveles de potencia de la demodulaci\u00f3n del espectro bajaron de <strong>43 \u27f6 0,8<\/strong>, validando la resoluci\u00f3n.<\/li><li>Se alarg\u00f3 la vida \u00fatil de los rodamientos y se evit\u00f3 una aver\u00eda.<\/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-2914c93 elementor-widget elementor-widget-image\" data-id=\"2914c93\" data-element_type=\"widget\" data-e-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\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"315\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.20.09-1024x403.png\" class=\"attachment-large size-large wp-image-14027\" alt=\"\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.20.09-1024x403.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.20.09-300x118.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.20.09-768x302.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/05\/Screenshot-2025-08-14-at-13.20.09.png 1039w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-a70d49d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a70d49d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-860e4f8 elementor-widget elementor-widget-heading\" data-id=\"860e4f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Resoluci\u00f3n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a86d86e elementor-widget elementor-widget-text-editor\" data-id=\"a86d86e\" 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>Al identificar la verdadera causa ra\u00edz -el estriado el\u00e9ctrico-, <a href=\"https:\/\/www.razor-labs.com\/datamind_ai\/\">DataMind AI\u2122<\/a>permiti\u00f3 a la empresa tomar medidas espec\u00edficas que no s\u00f3lo resolvieron el problema inmediato, sino que tambi\u00e9n evitaron futuros da\u00f1os en los rodamientos.<\/p><p>Tras el diagn\u00f3stico basado en IA, el sistema emiti\u00f3 una alerta en tiempo real y posteriormente confirm\u00f3 el \u00e9xito de la acci\u00f3n correctora. Como resultado, se prolong\u00f3 la vida \u00fatil del rodamiento, se evitaron sustituciones innecesarias y se redujeron los costes de mantenimiento a largo plazo, sin interrumpir las operaciones. <\/p>\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-edf92a7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"edf92a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-be2b9e4 elementor-widget elementor-widget-heading\" data-id=\"be2b9e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusi\u00f3n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cc9ba9 elementor-widget elementor-widget-text-editor\" data-id=\"3cc9ba9\" 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><a href=\"https:\/\/www.razor-labs.com\/datamind_ai\/\">DataMind AI\u2122<\/a>permiti\u00f3 a la empresa detectar un problema cr\u00edtico en los cojinetes que los m\u00e9todos convencionales no pod\u00edan diagnosticar, descubriendo no s\u00f3lo la degradaci\u00f3n temprana, sino la causa ra\u00edz: el estriado el\u00e9ctrico.<\/p><p>Al combinar la demodulaci\u00f3n de la envolvente con la fusi\u00f3n avanzada de sensores, el sistema proporcion\u00f3 un flujo de trabajo de diagn\u00f3stico completo: detecci\u00f3n precoz, alerta clara y validaci\u00f3n posterior a la reparaci\u00f3n, todo ello en tiempo real.<\/p><p>Como resultado, el centro evit\u00f3 <strong>10 horas de paradas imprevistas, ahorr\u00f3 unos 191.000 $<\/strong> en posibles p\u00e9rdidas de producci\u00f3n, prolong\u00f3 la vida \u00fatil de los rodamientos y evit\u00f3 futuros fallos, mejorando la fiabilidad a largo plazo y reduciendo los costes de mantenimiento.<\/p>\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-e85ce88 elementor-widget elementor-widget-text-editor\" data-id=\"e85ce88\" 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<h4 style=\"color: #0e101a; background: transparent; margin-top: 0pt; margin-bottom: 0pt;\"><strong style=\"background: transparent; margin-top: 0pt; margin-bottom: 0pt;\">Rellena el formulario para descargar el estudio de caso completo<\/strong><\/h4>\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-c563920 elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"c563920\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Siguiente&quot;,&quot;step_previous_label&quot;:&quot;Anterior&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" id=\"Ballmill\" name=\"Formulario de estudio de caso de bomba\" aria-label=\"Formulario de estudio de caso de bomba\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"14515\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"c563920\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"DataMind AI&#x2122; evita fallos en los motores de las cintas transportadoras detectando estr\u00edas ocultas en los cojinetes - Razor Labs\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"14515\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNombre\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-sm  elementor-field-textual\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-field_9873784 elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_9873784\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tEmpresa\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_9873784]\" id=\"form-field-field_9873784\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tEnv\u00eda un correo electr\u00f3nico a\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-textarea elementor-field-group elementor-column elementor-field-group-message elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-message\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tMensaje\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t<textarea class=\"elementor-field-textual elementor-field  elementor-size-sm\" name=\"form_fields[message]\" id=\"form-field-message\" rows=\"4\"><\/textarea>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-recaptcha_v3 elementor-field-group elementor-column elementor-field-group-field_110264b elementor-col-100 recaptcha_v3-bottomleft\">\n\t\t\t\t\t<div class=\"elementor-field\" id=\"form-field-field_110264b\"><div class=\"elementor-g-recaptcha\" data-sitekey=\"6LfuzuwlAAAAAHIvWDn8gNEMCjE1wRyqSFp6mqRe\" data-type=\"v3\" data-action=\"Form\" data-badge=\"bottomleft\" 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de transportadores, componentes cr\u00edticos del proceso de manipulaci\u00f3n de materiales de la mina. Poco despu\u00e9s de la instalaci\u00f3n, el sistema detect\u00f3 un deterioro inicial en uno de los cojinetes del motor. [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":13946,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[59],"tags":[105],"class_list":["post-14515","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-case-studies","tag-activos-fijos"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>DataMind AI&#x2122; evita fallos en los motores de las cintas transportadoras detectando estr\u00edas ocultas en los cojinetes - Razor Labs<\/title>\n<meta name=\"description\" content=\"Descubre c\u00f3mo DataMind AI\u2122 ayud\u00f3 a una mina de carb\u00f3n a detectar estr\u00edas en los cojinetes de un motor transportador, un problema que la monitorizaci\u00f3n tradicional no detect\u00f3. 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