{"id":16435,"date":"2025-12-18T16:55:19","date_gmt":"2025-12-18T14:55:19","guid":{"rendered":"https:\/\/www.razor-labs.com\/?p=16435"},"modified":"2025-12-18T16:58:14","modified_gmt":"2025-12-18T14:58:14","slug":"estudio-de-caso-prevencion-de-fallas-en-el-motor-de-la-bomba-de-lodo-mediante-deteccion-temprana-con-datamind-ai-3","status":"publish","type":"post","link":"https:\/\/www.razor-labs.com\/es\/estudio-de-caso-prevencion-de-fallas-en-el-motor-de-la-bomba-de-lodo-mediante-deteccion-temprana-con-datamind-ai-3\/","title":{"rendered":"Estudio de caso: Prevenci\u00f3n de fallas en el motor de la bomba de lodo mediante detecci\u00f3n temprana con DataMind AI&#x2122;"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"16435\" class=\"elementor elementor-16435 elementor-16434\" 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-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;:16437,&quot;url&quot;:&quot;https:\\\/\\\/www.razor-labs.com\\\/wp-content\\\/uploads\\\/793D.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\">\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-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.razor-labs.com\/es\/category\/blog-es\/\" rel=\"tag\">Blog<\/a>, <a href=\"https:\/\/www.razor-labs.com\/es\/category\/documentos\/case-studies\/\" rel=\"tag\">Case studies<\/a><\/div>\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-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\">\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-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-xl\">Estudio de caso: Prevenci\u00f3n de fallas en el motor de la bomba de lodo mediante detecci\u00f3n temprana con DataMind AI\u2122<\/h1>\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-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-large\">diciembre 18, 2025<\/div>\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-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\">\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-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\">\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-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-large\">By Razor Labs<\/div>\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-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/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-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-large\">7 min read<\/div>\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-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\">\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-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<div class=\"elementor-heading-title elementor-size-default\">COMPARTIR<\/div>\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\">\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-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-grid\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on 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\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on 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\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on 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\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_email\" role=\"button\" tabindex=\"0\" aria-label=\"Share on 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\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_print\" role=\"button\" tabindex=\"0\" aria-label=\"Share on 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<\/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\">\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-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">diciembre 18, 2025<\/h2>\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-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\">\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-343c5af elementor-widget elementor-widget-heading\" data-id=\"343c5af\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Overview<\/h2>\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-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Razor Labs <a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\">DataMind AI<\/a>\u2122 was monitoring critical rotating equipment at a vanadium mining site, including one of the site\u2019s main slurry pumps. This pump is a critical component in one of the site\u2019s two parallel processing lines. A failure would have forced a shutdown of the entire line, resulting in the loss of 50% of the site\u2019s production capacity.<\/p><p>From the moment of deployment, <a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\">DataMind AI<\/a>\u2122 flagged the pump motor as \u05f4Alarm\u05f4, due to abnormally high and consistent friction indicators. Despite no operational symptoms at that stage, such as temperature increase or pressure drop &#8211; the system identified irregular vibration and friction patterns not typical for this pump.<\/p><p>The site team verified that the lubrication system was functioning correctly, and when no improvement was observed, they reduced the pump load to 60% in an attempt to stabilize its condition and prolong its life. <a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\">DataMind AI<\/a>\u2122, however, continued reporting abnormal friction. These AI-driven insights prompted the team to order spare parts in advance. Toward the end of the month, when the parts arrived, the team conducted a planned shutdown and replaced the motor. Upon removal, a visible crack was discovered in the motor shaft &#8211; validating the early warning and confirming that failure had been imminent.<\/p>\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\">\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-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<noscript><img fetchpriority=\"high\" decoding=\"async\" width=\"448\" height=\"764\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-11.02.52.png\" class=\"attachment-large size-large wp-image-14559\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-11.02.52.png 448w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-11.02.52-176x300.png 176w\" sizes=\"(max-width: 448px) 100vw, 448px\"><\/noscript><img fetchpriority=\"high\" decoding=\"async\" width=\"448\" height=\"764\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20448%20764%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-14559 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20448%20764%22%3E%3C%2Fsvg%3E 448w\" sizes=\"(max-width: 448px) 100vw, 448px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-11.02.52.png 448w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-11.02.52-176x300.png 176w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-11.02.52.png\">\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-fc0e0a3 elementor-widget elementor-widget-image\" data-id=\"fc0e0a3\" 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\t\t\t<noscript><img decoding=\"async\" width=\"800\" height=\"340\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51-1024x435.png\" class=\"attachment-large size-large wp-image-14578\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51-1024x435.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51-300x128.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51-768x326.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51.png 1461w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/noscript><img decoding=\"async\" width=\"800\" height=\"340\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20340%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-14578 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20340%22%3E%3C%2Fsvg%3E 800w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51-1024x435.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51-300x128.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51-768x326.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51.png 1461w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.06.51-1024x435.png\">\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-9000b02 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9000b02\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-879532d elementor-widget elementor-widget-heading\" data-id=\"879532d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Detection &amp; Diagnosis<\/h2>\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-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>&nbsp;<\/strong><a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\">DataMind AI<\/a>\u2122&nbsp;monitored and classified the pump motor as high-risk based on:<\/p><ol><li><strong>Persistently h<\/strong><strong style=\"background-color: transparent;\">igh-frequency vibration<\/strong><span style=\"background-color: transparent;\">&nbsp;across all loads, indicative of friction<\/span><\/li><li><strong>Current and speed<\/strong> indicate that the motor was not operating under high load<\/li><\/ol>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d1562d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0d1562d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-270a55e elementor-widget elementor-widget-heading\" data-id=\"270a55e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Detection<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6630c5 elementor-widget elementor-widget-text-editor\" data-id=\"d6630c5\" 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>Between mid-June and early July, following a gearbox replacement, DataMind AI\u2122 detected a continuous rise in RMS vibration levels across multiple gearbox sensors. This time-domain trend clearly indicated progressive mechanical deterioration, well before any functional symptoms appeared.<\/p><p>Complementing the trend analysis, frequency-domain diagnostics revealed a sharp peak at 8605 Hz, corresponding to the gear mesh frequency (GMF). Distinct sidebands were observed at 50 Hz and 252 Hz, matching the known rotational speeds of the gearbox shafts. These spectral features are strong indicators of gear friction and misalignment under load &#8211; consistent with developing gear surface damage.<\/p><p>Vibration trend analysis shows increased levels:<\/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-d154357 elementor-widget elementor-widget-image\" data-id=\"d154357\" 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\t\t\t<noscript><img decoding=\"async\" width=\"800\" height=\"468\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444-1024x599.png\" class=\"attachment-large size-large wp-image-14582\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444-1024x599.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444-300x176.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444-768x449.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444.png 1331w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/noscript><img decoding=\"async\" width=\"800\" height=\"468\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20468%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-14582 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20468%22%3E%3C%2Fsvg%3E 800w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444-1024x599.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444-300x176.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444-768x449.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444.png 1331w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4444-1024x599.png\">\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-109e865 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"109e865\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8789694 elementor-widget elementor-widget-heading\" data-id=\"8789694\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Action &amp; Response<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5743464 e-grid e-con-boxed e-con e-parent\" data-id=\"5743464\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-262f8a9 elementor-widget elementor-widget-text-editor\" data-id=\"262f8a9\" 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>Following the trend escalation, DataMind AI\u2122 issued a critical alert and recommended inspection of the gearbox.<\/p><p>Razor Labs\u2019 condition monitoring specialists reviewed the signal characteristics with the site\u2019s maintenance team and confirmed the suspected damage location and mechanism<\/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-dc0a538 elementor-widget elementor-widget-image\" data-id=\"dc0a538\" 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\t\t\t<noscript><img loading=\"lazy\" decoding=\"async\" width=\"721\" height=\"1024\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-721x1024.png\" class=\"attachment-large size-large wp-image-14565\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-721x1024.png 721w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-211x300.png 211w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-768x1090.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-1082x1536.png 1082w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4.png 1409w\" sizes=\"(max-width: 721px) 100vw, 721px\"><\/noscript><img loading=\"lazy\" decoding=\"async\" width=\"721\" height=\"1024\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20721%201024%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-14565 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20721%201024%22%3E%3C%2Fsvg%3E 721w\" sizes=\"(max-width: 721px) 100vw, 721px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-721x1024.png 721w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-211x300.png 211w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-768x1090.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-1082x1536.png 1082w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4.png 1409w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/4-721x1024.png\">\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d50d0c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9d50d0c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4691cab elementor-widget elementor-widget-heading\" data-id=\"4691cab\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Before vs. After Replacement \u2013 Friction Resolved<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff1cb88 elementor-widget elementor-widget-text-editor\" data-id=\"ff1cb88\" 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><strong>Before replacement: <\/strong>Persistent high vibration levels linked to friction, even under reduced load<strong><br><\/strong><\/p><p><strong>After replacement: <\/strong><span style=\"font-weight: 400;\">Vibration levels returned to nominal ranges expected for this pump type<\/span><\/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-cd7661e elementor-widget elementor-widget-image\" data-id=\"cd7661e\" 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\t\t\t<noscript><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"387\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.40.25.png\" class=\"attachment-large size-large wp-image-14580\" alt srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.40.25.png 922w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.40.25-300x145.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.40.25-768x372.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/noscript><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"387\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20387%22%3E%3C%2Fsvg%3E\" class=\"attachment-large size-large wp-image-14580 lazyload\" alt srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%20800%20387%22%3E%3C%2Fsvg%3E 800w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.40.25.png 922w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.40.25-300x145.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.40.25-768x372.png 768w\" data-src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-11-at-18.40.25.png\">\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-42c0f49 elementor-widget elementor-widget-text-editor\" data-id=\"42c0f49\" 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<h6 class=\"p1\"><em>Gear wear visible on one side of the bull gear, indicating friction-related degradation<\/em><\/h6>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bffde1d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"bffde1d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6770128 elementor-widget elementor-widget-heading\" data-id=\"6770128\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bd3c8a elementor-widget elementor-widget-text-editor\" data-id=\"6bd3c8a\" 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>This case demonstrates how <a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\">DataMind AI<\/a>\u2122 empowers teams to stay ahead of failure by translating subtle machine behavior into clear, actionable insights.<\/p><p>Instead of reacting to an unexpected motor breakdown (an event that would have halted one of only two processing lines), the site was able to plan ahead. The team secured spare parts, scheduled a controlled shutdown, and executed the replacement without disrupting production, avoiding <strong>~$120,000<\/strong> in production losses.<\/p><p><a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\"><strong>Request a Demo &gt;&gt;<\/strong><\/a><\/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-e85ce88 elementor-widget elementor-widget-text-editor\" data-id=\"e85ce88\" 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<h4 style=\"color: #0e101a; background: transparent; margin-top: 0pt; margin-bottom: 0pt;\"><strong style=\"background: transparent; margin-top: 0pt; margin-bottom: 0pt;\">Fill in the form to read the entire case study<\/strong><\/h4>\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-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<form class=\"elementor-form\" method=\"post\" id=\"Ballmill\" name=\"Pump Case study form\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"16435\">\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"c563920\">\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Razor Labs\">\n\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 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This pump is a critical component in one of the site\u2019s two parallel processing lines. A failure would have forced a shutdown of the entire [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":16437,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[57,59],"tags":[],"class_list":["post-16435","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-es","category-case-studies"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Estudio de caso: Prevenci\u00f3n de fallas en el motor de la bomba de lodo mediante detecci\u00f3n temprana con DataMind AI&#x2122; - Razor Labs<\/title>\n<meta name=\"description\" content=\"Discover how DataMind AI\u2122 detected hidden mechanical degradation in a slurry pump motor at a vanadium processing site - enabling early intervention, preventing 5 hours of unplanned downtime, and saving 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