{"id":14421,"date":"2023-01-23T18:28:18","date_gmt":"2023-01-23T16:28:18","guid":{"rendered":"https:\/\/www.razor-labs.com\/?p=14421"},"modified":"2025-12-19T11:21:34","modified_gmt":"2025-12-19T09:21:34","slug":"tres-mitos-mas-comunes-sobre-el-mantenimiento-predictivo-en-la-industria-minera-parte-3-2","status":"publish","type":"post","link":"https:\/\/www.razor-labs.com\/es\/tres-mitos-mas-comunes-sobre-el-mantenimiento-predictivo-en-la-industria-minera-parte-3-2\/","title":{"rendered":"Tres Mitos M\u00e1s Comunes sobre el Mantenimiento Predictivo en la Industria Minera &#8211; Parte 3"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14421\" class=\"elementor elementor-14421 elementor-6380\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-12b2b0b elementor-section-height-min-height post-head elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"12b2b0b\" 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;:13391,&quot;url&quot;:&quot;https:\\\/\\\/www.razor-labs.com\\\/wp-content\\\/uploads\\\/2023\\\/01\\\/Predictive-Maintenance-in-Mining-Sensors.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-268d64c\" data-id=\"268d64c\" 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-8362189 elementor-widget__width-auto post-date elementor-widget elementor-widget-heading\" data-id=\"8362189\" 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\/blog\/\" rel=\"tag\">Blog<\/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-d3e8d9a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d3e8d9a\" 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-e6922cb\" data-id=\"e6922cb\" 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-161be0d elementor-widget__width-initial post-title elementor-widget elementor-widget-heading\" data-id=\"161be0d\" 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\">Tres Mitos M\u00e1s Comunes sobre el Mantenimiento Predictivo en la Industria Minera &#8211; Parte 3<\/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-ba0c274 post-date elementor-widget elementor-widget-heading\" data-id=\"ba0c274\" 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\">23 de enero de 2023<\/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-2a87ce8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2a87ce8\" 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-a9647f3\" data-id=\"a9647f3\" 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-5efeac1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5efeac1\" 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-01c267f\" data-id=\"01c267f\" 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-98e13b0 elementor-widget elementor-widget-heading\" data-id=\"98e13b0\" 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\">by Michael Zolotov<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-316c513 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"316c513\" 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-00eee9e elementor-widget elementor-widget-heading\" data-id=\"00eee9e\" 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\">4 min read<\/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<div class=\"elementor-element elementor-element-af81956 elementor-widget elementor-widget-image\" data-id=\"af81956\" 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=\"251\" height=\"250\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2021\/07\/36779243_10156426161069854_8267831101569892352_n-copy-4-1-1-1.jpg\" class=\"attachment-medium size-medium wp-image-13122\" alt=\"Michael Zolotov, CTO &amp; Co-Founder\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2021\/07\/36779243_10156426161069854_8267831101569892352_n-copy-4-1-1-1.jpg 251w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2021\/07\/36779243_10156426161069854_8267831101569892352_n-copy-4-1-1-1-150x150.jpg 150w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2021\/07\/elementor\/thumbs\/36779243_10156426161069854_8267831101569892352_n-copy-4-1-1-1-150x150.jpg 400w\" sizes=\"(max-width: 251px) 100vw, 251px\" \/>\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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-ac03594 elementor-section-content-middle SHARE\u200b elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ac03594\" 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-23f8bbc\" data-id=\"23f8bbc\" 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-a889104 share_label elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"a889104\" 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\">SHARE<\/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-3f3c136\" data-id=\"3f3c136\" 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-9f74fe1 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=\"9f74fe1\" 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-85b72e3\" data-id=\"85b72e3\" 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-a483d43 elementor-widget elementor-widget-heading\" data-id=\"a483d43\" 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\">23 de enero de 2023<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0ba51c elementor-widget elementor-widget-text-editor\" data-id=\"f0ba51c\" 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>Although the potential is immense, studies show that most Predictive Maintenance programs fail to drive real value for mining companies.<\/h4>\n<p><\/p>\n<h4>In this blog, I will discuss three common myths about predictive maintenance and how mining companies can leverage AI sensor fusion to transform their predictive maintenance programs into value drivers.<\/h4>\n<p><\/p>\n<h5><strong>Myth 1. The data\u00a0 collected by the mining companies can be easily used for Predictive Maintenance<\/strong><\/h5>\n<p><\/p>\n<h5><strong>Myth 2. Models that predict failures give (enough) value.<\/strong><\/h5>\n<p><\/p>\n<h5><strong>Myth 3. Deploying sensors is enough for Predictive Maintenance.<\/strong><\/h5>\n\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-7fb1e56 elementor-widget elementor-widget-text-editor\" data-id=\"7fb1e56\" 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><span style=\"font-weight: 400;\">In <a href=\"https:\/\/www.razor-labs.com\/three-most-common-predictive-maintenance-myths-in-mining-industry\/\">Part 1<\/a> and <a href=\"https:\/\/www.razor-labs.com\/three-most-common-myths-about-predictive-maintenance-in-mining-industry-pt-2\/\">Part 2<\/a> of this blog series, I have shared my view on the Top 2 most common misconceptions about Predictive Maintenance in the Mining industry &#8211; 1. The Big Data can be easily leveraged for Predictive Maintenance, and 2. Models that predict failures provide value.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">We have seen that the collected data doesn\u2019t come from the right sources and is inefficient in running proper root cause analysis that can prevent unplanned shutdowns or recurring failures and that AI models that predict failures might not be able to pinpoint the exact root cause of the malfunctions, perpetuating the loop of unplanned shutdowns. Today, I will discuss the third most common myth.<\/span><\/p>\n\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-023e69e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"023e69e\" 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-1229e6c elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"1229e6c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Next&quot;,&quot;step_previous_label&quot;:&quot;Previous&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\" name=\"New Form\" aria-label=\"New Form\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"14421\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"1229e6c\"\/>\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 for=\"form-field-name\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tName\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\" placeholder=\"Name\">\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\tEmail\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\" placeholder=\"Email\" 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\tMessage\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\" placeholder=\"Message\"><\/textarea>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-sm\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Send<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\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-d0f309d elementor-widget elementor-widget-text-editor\" data-id=\"d0f309d\" 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<h1><span style=\"font-weight: 400;\">Myth 3. Deploying sensors is enough for Predictive Maintenance.<\/span><\/h1>\n<p><\/p>\n<div>\n<p><span style=\"font-weight: 400;\">We can\u2019t stress the importance of sensors in the mining industry enough. Sensors play a central role in the mining sites\u2019 day-to-day operations. Just like with data and models, the operational needs for sensors can be complex.<\/span><\/p>\n<\/div>\n\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-9fc38cb elementor-widget elementor-widget-heading\" data-id=\"9fc38cb\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Not all sensors are created equal. Sensors can be divided into two categories. <\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4ff12b elementor-widget elementor-widget-text-editor\" data-id=\"d4ff12b\" 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><span style=\"color: inherit; font-family: inherit; font-size: 1.5rem;\">Type 1.Sensors that output raw data like vibration, temperature, torque, etc.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> By deploying these sensors, the mining companies commit to allocating significant resources. A great deal of time and expertise will be required of data science teams to analyze the collected metrics and pinpoint the failures.\u00a0 Now imagine the amount of human power needed to perform this analysis for all the machines on the site &#8211; it could be an impossible task.<\/span><\/p>\n<h4><span style=\"font-weight: 400;\">Type 2. Sensors that come with a built-in analytics layer that analyzes the raw data and processes it on some level.<\/span><\/h4>\n<p><span style=\"font-weight: 400;\">The problem is that this analytics is specific to a certain type of sensor, and is not enough.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Let\u2019s look at an example of an engine of the reclaimer in which bearing wear was discovered. Potentially, there could be several root causes causing this failure. How can we identify the root of the failure and take the appropriate maintenance action? It could be an overload &#8211;\u00a0 a very common problem in mining equipment, caused by the stones passing through the reclaimer walls. To rule out this cause, we need to look at the vibration metrics, motor temperature measurements, and the current. We require data from several sensors to rule out the overload.<\/span><\/p>\n\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-7966d58 elementor-widget elementor-widget-text-editor\" data-id=\"7966d58\" 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><span style=\"font-weight: 400;\">If we think that the root cause is oil contamination, we need to check vibration and oil analysis. To rule out the imbalance of the conveyor belt, we need additional indicators, such as belt centering, which can be obtained via photography. In this case, weightometer can indicate how many tons of material per hour pass through this belt.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">And finally, for lubrication, we need to check whether lubrication alerts were triggered and what was the density and secretions of the lubricant. We need to process the variety of data together to rule out irrelevant root causes and uncover what is causing this failure.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If, after looking at all data sources, we see that the lubrication issues cause the failure, we understand that the automatic lubrication system (ALS)\u00a0 not completing its cycle. The maintenance teams, in addition to replacing the bearing, know that they also need to check the ALS system and make sure that the equipment is being lubricated properly.<\/span><\/p>\n\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-c6717b8 elementor-widget elementor-widget-heading\" data-id=\"c6717b8\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Multi-sensor fusion is required to run effective Predictive Maintenance programs<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a80772 elementor-widget elementor-widget-text-editor\" data-id=\"8a80772\" 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><span style=\"font-weight: 400;\">One thing is clear, whether the sensor only provides raw data, or comes with a built-in analytics layer, it is still not enough for running an effective predictive maintenance program. We need to look at the variety of sensors together. Just like doctors order various tests to make a diagnosis and prescribe a treatment for their patient, when it comes to mining equipment, we need to analyze data from all available sources to determine the root cause of the failure and the maintenance actions needed to fix it.<\/span><\/p>\n\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-291c0a9 elementor-widget elementor-widget-heading\" data-id=\"291c0a9\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Sensor fusion - the Razor Labs approach.<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23c2378 elementor-widget elementor-widget-text-editor\" data-id=\"23c2378\" 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><span style=\"font-weight: 400;\">This is how the DataMind AI approach works when correctly performing predictive maintenance and condition monitoring.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">First, it is mandatory to perform a fusion of all types of relevant information, not only collecting big data but analysis of all the information that field maintenance experts use to perform condition monitoring &#8211;\u00a0 vibration, oi analysis, CCTV, and telemetry. <\/span><span style=\"font-weight: 400;\">This fusion can not only predict when the failures occur but indicate the exact root cause and prescriptive actions required to ensure that the failure doesn\u2019t happen again.\u00a0\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Second, it is required to ensure the coverage of the entire site\u2019s critical equipment not to miss a single malfunction and ensure ongoing monitoring and identification of all the malfunctions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lastly, the involvement of domain experts is required to launch the correct maintenance processes and to ask the relevant questions about malfunctions indicated by the models.\u00a0<\/span><\/p>\n\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-248760a elementor-widget elementor-widget-text-editor\" data-id=\"248760a\" 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=\"elementor-heading-title elementor-size-default elementor-inline-editing pen\" style=\"font-family: Aeonik-Light, sans-serif; font-weight: var( --e-global-typography-primary-font-weight );\" data-elementor-setting-key=\"title\" data-pen-placeholder=\"Type Here...\"><em><strong>Illustration 1. DataMind AI &#8211; All-in-One Predictive Monitoring Solution<\/strong><\/em><\/p>\n\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-e8db9f8 elementor-widget elementor-widget-image\" data-id=\"e8db9f8\" 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\t<a href=\"https:\/\/www.razor-labs.com\/datamind_ai\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1906\" height=\"824\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2023\/01\/All-in-One-Automated-Predictive-Maintenance-for-Mining-DataMind-AI.png\" class=\"attachment-full size-full wp-image-13389\" alt=\"Predictive Maintenance for Mining\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2023\/01\/All-in-One-Automated-Predictive-Maintenance-for-Mining-DataMind-AI.png 1906w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2023\/01\/All-in-One-Automated-Predictive-Maintenance-for-Mining-DataMind-AI-300x130.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2023\/01\/All-in-One-Automated-Predictive-Maintenance-for-Mining-DataMind-AI-1024x443.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2023\/01\/All-in-One-Automated-Predictive-Maintenance-for-Mining-DataMind-AI-768x332.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2023\/01\/All-in-One-Automated-Predictive-Maintenance-for-Mining-DataMind-AI-1536x664.png 1536w\" sizes=\"(max-width: 1906px) 100vw, 1906px\" \/>\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-34a811b elementor-widget elementor-widget-text-editor\" data-id=\"34a811b\" 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><span style=\"font-weight: 400;\">In this blog series, we have examined the Three Most Common Myths about the future of Predictive Maintenance in the Mining Industry. We believe in its relevance for all asset-intensive industries. It is not enough to collect data, generate AI models and deploy sensors. To run effective Predictive Maintenance programs, the companies must apply the sensor fusion approach, strive for full online coverage of the machinery, and involve the existing field maintenance experts to utilize the insights most efficiently.<\/span><\/p>\n\t\t\t\t\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-69c6a46 elementor-section-content-middle SHARE\u200b mobile elementor-hidden-desktop elementor-hidden-tablet elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"69c6a46\" 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-a28fa51\" data-id=\"a28fa51\" 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-f92c52e share_label elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"f92c52e\" 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\">SHARE<\/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-6cef771\" data-id=\"6cef771\" 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-a7494eb elementor-share-buttons--view-icon elementor-share-buttons--skin-framed elementor-share-buttons--shape-circle elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"a7494eb\" 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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>by Michael Zolotov 4 min read SHARE Although the potential is immense, studies show that most Predictive Maintenance programs fail to drive real value for mining companies. In this blog, I will discuss three common myths about predictive maintenance and how mining companies can leverage AI sensor fusion to transform their predictive maintenance programs into [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":13391,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[28],"tags":[],"class_list":["post-14421","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tres Mitos M\u00e1s Comunes sobre el Mantenimiento Predictivo en la Industria Minera - Parte 3 - Razor Labs<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.razor-labs.com\/es\/tres-mitos-mas-comunes-sobre-el-mantenimiento-predictivo-en-la-industria-minera-parte-3-2\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tres Mitos M\u00e1s Comunes sobre el Mantenimiento Predictivo en la Industria Minera - Parte 3 - Razor Labs\" \/>\n<meta property=\"og:description\" content=\"by Michael Zolotov 4 min read SHARE Although the potential is immense, studies show that most Predictive Maintenance programs fail to drive real value for mining companies. 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