{"id":14289,"date":"2025-07-14T16:36:55","date_gmt":"2025-07-14T13:36:55","guid":{"rendered":"https:\/\/www.razor-labs.com\/analisis-de-vibraciones-en-mineria-por-que-superar-los-metodos-tradicionales-es-importante\/"},"modified":"2025-09-05T12:04:16","modified_gmt":"2025-09-05T09:04:16","slug":"analisis-de-vibraciones-en-mineria-por-que-superar-los-metodos-tradicionales-es-importante","status":"publish","type":"post","link":"https:\/\/www.razor-labs.com\/es\/analisis-de-vibraciones-en-mineria-por-que-superar-los-metodos-tradicionales-es-importante\/","title":{"rendered":"An\u00e1lisis de Vibraciones en Miner\u00eda: Por Qu\u00e9 Superar los M\u00e9todos Tradicionales es Importante"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14289\" class=\"elementor elementor-14289 elementor-12434\" 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-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;:13980,&quot;url&quot;:&quot;https:\\\/\\\/www.razor-labs.com\\\/wp-content\\\/uploads\\\/2025\\\/07\\\/blog-1.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\">\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-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\/transformation-es\/\" rel=\"tag\">Transformation<\/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-d3e8d9a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d3e8d9a\" 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-e6922cb\" data-id=\"e6922cb\" 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-161be0d elementor-widget__width-initial post-title elementor-widget elementor-widget-heading\" data-id=\"161be0d\" 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\">An\u00e1lisis de Vibraciones en Miner\u00eda: Por Qu\u00e9 Superar los M\u00e9todos Tradicionales es Importante<\/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-ba0c274 post-date elementor-widget elementor-widget-heading\" data-id=\"ba0c274\" 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\">julio 14, 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-2a87ce8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2a87ce8\" 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-top-column elementor-element elementor-element-85b72e3\" data-id=\"85b72e3\" 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-c44da61 elementor-widget elementor-widget-heading\" data-id=\"c44da61\" 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\">julio 14, 2025<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21483b1 elementor-widget elementor-widget-text-editor\" data-id=\"21483b1\" 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<h2 class=\"p1\"><strong>DataMind AI &#8211; Vibration Analysis System That Unlocks Hidden Faults in Mining Equipment<\/strong><\/h2>\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-7fb1e56 elementor-widget elementor-widget-text-editor\" data-id=\"7fb1e56\" 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 id=\"ember617\" class=\"ember-view reader-text-block__paragraph\"><strong>Vibration analysis<\/strong> is one of the most powerful tools in mining predictive maintenance &#8211; not just for detecting symptoms, but for delivering <strong>accurate diagnostics<\/strong> that point directly to failure modes.<\/p>\n<p><\/p>\n<p id=\"ember618\" class=\"ember-view reader-text-block__paragraph\">In mining environments, machines operate under variable operational conditions &#8211; including changing loads, fluctuating duty cycles, and substantial ambient noise. These challenges introduce significant interference into vibration signals, making it harder to detect faults or causing unnecessary false alarms.<\/p>\n<p><\/p>\n<p id=\"ember619\" class=\"ember-view reader-text-block__paragraph\">That\u2019s why <a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\"><strong>DataMind AI\u2122<\/strong><\/a> was purpose-built for mining, with <strong>three critical vibration analysis differentiators:<\/strong><\/p>\n<ul>\n<li><strong>Operational Mode Isolation<\/strong> &#8211; monitoring the machine in real time and continuously compares vibration signals under stable load (motor current) and speed conditions &#8211; something that\u2019s impractical with manual recordings. By combining vibration data with motor current and tachometer input, the system filters out the influence of changing operational conditions and reveals the true mechanical fault signals.<\/li>\n<li><strong>Envelope Demodulation <\/strong>\u2013 performing intelligent filtering in the spectral domain, removing frequency components that are not related to machine degradation. This eliminates much of the operational noise and makes emerging fault patterns clearer and easier to detect &#8211; often earlier than traditional methods, and sometimes uncovering issues that would otherwise go unnoticed.<\/li>\n<li><strong>Root Cause Diagnostics through Vibration, Oil, and Operational Sensors Correlation<\/strong> \u2013 cross-referencing vibration data with oil condition and operational mode to isolate the true root cause of faults.<\/li>\n<\/ul>\n<p>These capabilities allow <a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\">DataMind AI\u2122<\/a> to <strong>detect faults earlier and more reliably<\/strong>, reducing risk and extending equipment life across mills, crushers, pumps, compressors, fans, and other critical equipment.<\/p>\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-53a5243 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"53a5243\" 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-8c8a8ca elementor-widget elementor-widget-text-editor\" data-id=\"8c8a8ca\" 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<h2 class=\"p1\"><b>Why Vibration Analysis Matters in Mining<\/b><\/h2>\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-1377607 elementor-widget elementor-widget-text-editor\" data-id=\"1377607\" 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<h3 id=\"ember622\" class=\"ember-view reader-text-block__heading-3\">Why Vibration Analysis Matters in Mining<\/h3>\n<p><\/p>\n<p id=\"ember623\" class=\"ember-view reader-text-block__paragraph\"><strong>Vibration analysis is the most sensitive method for detecting mechanical issues in rotating machinery<\/strong>. Even small deviations in vibration patterns can signal early signs of misalignment, imbalance, or bearing wear.<\/p>\n<p><\/p>\n<p id=\"ember624\" class=\"ember-view reader-text-block__paragraph\">For critical mining equipment, it enables earlier and more precise detection compared to traditional methods &#8211; reducing unplanned shutdowns, avoiding catastrophic failures, and extending asset life.<\/p>\n<p><\/p>\n<p id=\"ember625\" class=\"ember-view reader-text-block__paragraph\">Time-based monitoring methods like temperature or pressure only reveal symptoms &#8211; not root causes &#8211; and often miss early-stage faults entirely. Many bearing failures, for example, occur without any temperature rise, or show changes only hours before breakdown.<\/p>\n<p><\/p>\n<p id=\"ember626\" class=\"ember-view reader-text-block__paragraph\">Vibration analysis, on the other hand, provides direct insight into the exact failure mode and location months before failure, offering the lead time needed to prevent downtime.<\/p>\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-27693a3 elementor-widget elementor-widget-image\" data-id=\"27693a3\" 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<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"321\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-1024x411.png\" class=\"attachment-large size-large wp-image-13981\" alt=\"\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-1024x411.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-300x120.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-768x308.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-1536x616.png 1536w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed.png 1600w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-90f0bfd elementor-widget elementor-widget-text-editor\" data-id=\"90f0bfd\" 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><i><span style=\"font-weight: 400;\">Live fault detection and diagnostics powered by DataMind AI\u2122 vibration analysis<\/span><\/i><\/p>\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-436aab0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"436aab0\" 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-c2144c2 elementor-widget elementor-widget-text-editor\" data-id=\"c2144c2\" 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<h2><b>Advanced Vibration Analysis and Remote Sensor Coverage<\/b><\/h2>\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-cdefaf5 elementor-widget elementor-widget-text-editor\" data-id=\"cdefaf5\" 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 id=\"ember629\" class=\"ember-view reader-text-block__paragraph\">Using rugged, high-bandwidth remote vibration sensors, <a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\">DataMind AI\u2122<\/a> captures complete vibration spectra across a wide frequency range &#8211; including low-speed assets under 60 RPM. This enables comprehensive vibration condition monitoring of:<\/p>\n<ul>\n<li>Mills (Ball, SAG, AG)<\/li>\n<li>Crushers (Jaw, Cone, HPGR)<\/li>\n<li>Conveyors<\/li>\n<li>Pumping Systems (Centrifugal, Rotary, Reciprocating)<\/li>\n<li>Compressors<\/li>\n<li>Fans &amp; Blowers (ID, FD, Sinter, Cooling Towers)<\/li>\n<li>Rotating Machinery (Screens, Kilns, Rolling Mills)<\/li>\n<li>Other Critical Plant Equipment<\/li>\n<\/ul>\n<p><\/p>\n<p id=\"ember631\" class=\"ember-view reader-text-block__paragraph\">With always-on connectivity, sensor data is streamed in real time to the cloud for fusion and analysis &#8211; eliminating the need for manual readings or spot checks.<\/p>\n<p><\/p>\n<p id=\"ember632\" class=\"ember-view reader-text-block__paragraph\">Each sensor is engineered for harsh environments and performs reliably in areas with dust, moisture, vibration, and electromagnetic interference. This robustness ensures uninterrupted data flow and actionable alerts.<\/p>\n<p><\/p>\n<p id=\"ember633\" class=\"ember-view reader-text-block__paragraph\">To enable precise diagnostics, systems must capture the <strong>full vibration spectrum<\/strong>, not just RMS values. That\u2019s why <a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\">DataMind AI\u2122<\/a> uses gateways with sampling frequencies optimized for mining &#8211; including for slow, noisy, and variable-load machines.<\/p>\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-ea3d42c elementor-widget elementor-widget-image\" data-id=\"ea3d42c\" 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<img decoding=\"async\" width=\"800\" height=\"352\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-1-1024x450.png\" class=\"attachment-large size-large wp-image-13982\" alt=\"\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-1-1024x450.png 1024w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-1-300x132.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-1-768x338.png 768w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-1.png 1488w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-3016a02 elementor-widget elementor-widget-text-editor\" data-id=\"3016a02\" 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><i><span style=\"font-weight: 400;\">DataMind AI\u2122 System Architecture: Sensors \u2192 Gateway \u2192 Cloud \u2192 Insights.<\/span><\/i><\/p>\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-f6dd70c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f6dd70c\" 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-cf9ebc8 elementor-widget elementor-widget-text-editor\" data-id=\"cf9ebc8\" 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<h2><b>Differentiator 1: Operation MODE Mode Isolation for Mining Conditions<\/b><\/h2>\n<p><\/p>\n<p id=\"ember637\" class=\"ember-view reader-text-block__paragraph\">Mining equipment operates under highly variable conditions \u2010 with frequent fluctuations in load and speed. These changes can distort vibration signals, either masking real faults or generating false alarms.<\/p>\n<p><\/p>\n<p id=\"ember638\" class=\"ember-view reader-text-block__paragraph\"><a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\"><strong>DataMind AI\u2122<\/strong><\/a><strong> overcomes this by isolating the asset\u2019s Operational Mode,<\/strong> using additional sensor data like motor current and speed (tachometer). By correlating vibration readings to the actual working state of the machine, the system can tell the difference between a legitimate increase in workload and a sign of mechanical deterioration.<\/p>\n<p><\/p>\n<p id=\"ember639\" class=\"ember-view reader-text-block__paragraph\">This enables early and accurate fault detection \u2010 even in environments where vibration alone would be unreliable.<\/p>\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-af06881 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"af06881\" 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-a4867f7 elementor-widget elementor-widget-text-editor\" data-id=\"a4867f7\" 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<h2><b>Differentiator 2: Envelope Demodulation for Noisy Mining Environments<\/b><\/h2>\n<p><\/p>\n<p id=\"ember641\" class=\"ember-view reader-text-block__paragraph\">Mining machines are inherently noisy &#8211; they grind, crush, and process heavy material under harsh, variable conditions. In such environments, weak failure signals often get buried under operational noise, making early detection nearly impossible using traditional vibration methods.<\/p>\n<p><\/p>\n<p id=\"ember642\" class=\"ember-view reader-text-block__paragraph\"><a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\"><strong>DataMind AI\u2122<\/strong><\/a><strong> applies Envelope Demodulation &#8211; an advanced signal processing technique<\/strong> that filters out irrelevant frequencies and amplifies the faint signals that truly matter. This allows the system to identify faults that other methods miss, and to do so significantly earlier.<\/p>\n<p><\/p>\n<p id=\"ember643\" class=\"ember-view reader-text-block__paragraph\">With Envelope Demodulation, <a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\">DataMind AI\u2122<\/a> delivers:<\/p>\n<ul>\n<li>Detection of deteriorations not picked up by traditional testing<\/li>\n<li>Earlier identification of bearing faults and gearmesh anomalies<\/li>\n<li>Clear signal patterns even in high-noise, low-SNR environments like crushers and mills<\/li>\n<li>Prevention of false alarms by ignoring vibration caused by normal process variation<\/li>\n<\/ul>\n<p><\/p>\n<p id=\"ember645\" class=\"ember-view reader-text-block__paragraph\">This capability is especially valuable in mining, where standard RMS-based analysis often fails. By removing the masking effects of fluctuating load and speed, <a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\">DataMind AI\u2122<\/a> uncovers the real fault signatures hiding in the noise.<\/p>\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-f1a0840 elementor-widget elementor-widget-image\" data-id=\"f1a0840\" 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<img decoding=\"async\" width=\"800\" height=\"337\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-2.png\" class=\"attachment-large size-large wp-image-13983\" alt=\"\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-2.png 934w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-2-300x127.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-2-768x324.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-a6623ab elementor-widget elementor-widget-text-editor\" data-id=\"a6623ab\" 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><i><span style=\"font-weight: 400;\">Envelope Demodulation reveals early-stage fault signal<\/span><\/i><\/p>\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-bde4aa1 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"bde4aa1\" 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-7e73791 elementor-widget elementor-widget-text-editor\" data-id=\"7e73791\" 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<h2><b>Differentiator 3: Root Cause Diagnostics via Vibration, Oil, and Operational Mode Correlation<\/b><\/h2>\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-b5e906c elementor-widget elementor-widget-text-editor\" data-id=\"b5e906c\" 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 id=\"ember649\" class=\"ember-view reader-text-block__paragraph\">DataMind AI\u2122 uses cross-domain diagnostics &#8211; combining vibration signals, oil condition data, and operational mode parameters (e.g. temperature, pressure, flow) \u2014 to pinpoint the true root cause of equipment failures.<\/p>\n<p><\/p>\n<p id=\"ember650\" class=\"ember-view reader-text-block__paragraph\">For example, when abnormal friction is detected, oil sensors can reveal if the lubricant is contaminated, pointing to internal wear. But if oil quality is normal and motor current or camera input shows increased load, the issue may stem from operational overload &#8211; such as excessive ore feed.<\/p>\n<p><\/p>\n<p id=\"ember651\" class=\"ember-view reader-text-block__paragraph\">This integrated view ensures that maintenance teams respond to the actual problem, not just the symptom &#8211; helping avoid unnecessary part replacements, reduce downtime, and focus intervention where it matters.<\/p>\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-000dbec elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"000dbec\" 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-d6ef03b elementor-widget elementor-widget-text-editor\" data-id=\"d6ef03b\" 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<h2><b>What Types of Mechanical Faults Can Be Detected with Vibration Analysis?<\/b><\/h2>\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-0d66073 elementor-widget elementor-widget-text-editor\" data-id=\"0d66073\" 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 id=\"ember654\" class=\"ember-view reader-text-block__paragraph\"><a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\">DataMind AI\u2122<\/a> identifies a wide range of mechanical issues &#8211; even under complex, fluctuating conditions, such as:<\/p>\n<ul>\n<li>Imbalance<\/li>\n<li>Structural looseness<\/li>\n<li>Misalignment<\/li>\n<li>Bearing deterioration<\/li>\n<li>Fluting<\/li>\n<li>False brinelling<\/li>\n<li>Resonance<\/li>\n<li>Pump cavitation<\/li>\n<li>Flow issues of pumps and fans<\/li>\n<li>Gearmesh<\/li>\n<\/ul>\n<p><\/p>\n<p id=\"ember656\" class=\"ember-view reader-text-block__paragraph\">This level of insight helps teams focus on the <strong>real underlying issue<\/strong> &#8211; not just symptoms &#8211; and take action early, before failures escalate.<\/p>\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-a381324 elementor-widget elementor-widget-image\" data-id=\"a381324\" 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<img loading=\"lazy\" decoding=\"async\" width=\"687\" height=\"475\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-3.png\" class=\"attachment-large size-large wp-image-13984\" alt=\"\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-3.png 687w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-3-300x207.png 300w\" sizes=\"(max-width: 687px) 100vw, 687px\" \/>\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-b2fb968 elementor-widget elementor-widget-text-editor\" data-id=\"b2fb968\" 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><i><span style=\"font-weight: 400;\">Sensor fusion for precise diagnostics<\/span><\/i><\/p>\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-ce66105 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ce66105\" 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-f852234 elementor-widget elementor-widget-text-editor\" data-id=\"f852234\" 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<h2><b>Not Just Raw Data &#8211; Automated, Actionable Diagnostics<\/b><\/h2>\n<p><\/p>\n<p id=\"ember658\" class=\"ember-view reader-text-block__paragraph\">A major challenge in vibration analysis is that it typically requires deep expertise to interpret raw signals and translate them into real mechanical insight.<\/p>\n<p><\/p>\n<p id=\"ember659\" class=\"ember-view reader-text-block__paragraph\"><a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\"><strong>DataMind AI\u2122<\/strong><\/a><strong> eliminates that barrier.<\/strong> The platform delivers <strong>automated, AI-driven diagnostics<\/strong> that go far beyond waveform charts or RMS alerts &#8211; pinpointing:<\/p>\n<ul>\n<li>Specific <strong>failure modes<\/strong> (e.g. bearing outer race damage)<\/li>\n<li>The <strong>root cause<\/strong> of the problem (e.g. false brinelling)<\/li>\n<li>The <strong>severity<\/strong> and urgency of intervention<\/li>\n<\/ul>\n<p><\/p>\n<p id=\"ember661\" class=\"ember-view reader-text-block__paragraph\">Each alert is based on a full-spectrum analysis and contextualized with operational mode, so maintenance teams receive not just raw data &#8211; but clear, trusted guidance on what\u2019s happening, where, and what to do next.<\/p>\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-973cbed elementor-widget elementor-widget-image\" data-id=\"973cbed\" 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<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"615\" src=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-4.png\" class=\"attachment-large size-large wp-image-13985\" alt=\"\" srcset=\"https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-4.png 878w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-4-300x231.png 300w, https:\/\/www.razor-labs.com\/wp-content\/uploads\/2025\/07\/unnamed-4-768x590.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-d6c5c02 elementor-widget elementor-widget-text-editor\" data-id=\"d6c5c02\" 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><i><span style=\"font-weight: 400;\">DataMind AI\u2122 displays AI-driven fault cause, action, and sensor evidence<\/span><\/i><\/p>\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-da40a16 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"da40a16\" 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-01d4200 elementor-widget elementor-widget-text-editor\" data-id=\"01d4200\" 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<h2><b>Real Results: Vibration Analysis Case Studies in Mining<\/b><\/h2>\n<p><\/p>\n<h5><\/h5>\n<p><\/p>\n<h4><a href=\"https:\/\/www.razor-labs.com\/ball-mill-predictive-maintenance-case-study\/\"><b>Ball Mill Motor Bearings<\/b><\/a><\/h4>\n<p>DataMind AI\u2122 identified rapid outer race deterioration in the motor bearing, missed by traditional monitoring. Advanced vibration analysis enabled early intervention &#8211; preventing <strong>36 hours<\/strong> of downtime and saving <strong>$648K<\/strong>.<\/p>\n<h4><b><br \/>\n<a href=\"https:\/\/www.razor-labs.com\/case-study-stacker-conveyor\/\">Stacker Conveyor Pulley<\/a><\/b><\/h4>\n<p>Vibration signals revealed early-stage bearing failure, confirmed and resolved during planned maintenance. Avoided <strong>14 hours<\/strong> of unplanned stoppage and prevented a <strong>$1.12M<\/strong> loss.<\/p>\n<h4><b><br \/>\n<a href=\"https:\/\/www.razor-labs.com\/case-study-compressor-gearbox\/\">Compressor Gearbox<\/a><\/b><\/h4>\n<p><\/p>\n<p id=\"ember669\" class=\"ember-view reader-text-block__paragraph\">Sensor fusion detected abnormal gear friction due to faulty lubrication. The issue was addressed before failure \u2014 saving <strong>30 hours<\/strong> of downtime and <strong>$540K<\/strong> in potential losses.<\/p>\n<p><span style=\"font-weight: 400;\"><br \/>\nIn each case, <a class=\"NnVeUBLeYkojoTFunqrMWBIUoyvJEONsslMc \" tabindex=\"0\" href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\" target=\"_self\" data-test-app-aware-link=\"\"><strong>DataMind AI\u2122<\/strong><\/a> provided early, accurate insights that eliminated guesswork &#8211; allowing teams to schedule the right intervention at the right time. This has prevented catastrophic failures, optimized resource allocation, and delivered full ROI within months.<br \/>\n<\/span><\/p>\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-5bc8fff elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5bc8fff\" 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-afad4d7 elementor-widget elementor-widget-text-editor\" data-id=\"afad4d7\" 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<h2><b>Explore DataMind AI\u2122: The Future of Vibration Analysis for Mining Equipment<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Experience the benefits of next-generation vibration analysis software \u2010 combining AI-powered diagnostics, full-spectrum sensors, and real-time insights tailored for mining environments.<\/span><\/p>\n<p><a href=\"https:\/\/www.razor-labs.com\/es\/datamind-ai\/\"><span style=\"font-weight: 400;\">[\u2192 <\/span><b>Book a Demo of DataMind AI\u2122 Today<\/b><span style=\"font-weight: 400;\">]<\/span><\/a><\/p>\n\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-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\">\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-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\">SHARE<\/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-6cef771\" data-id=\"6cef771\" 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-a7494eb elementor-share-buttons--view-icon elementor-share-buttons--skin-framed elementor-share-buttons--shape-circle elementor-share-buttons--align-left elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"a7494eb\" 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\n\t\t\t\t\t\t\tclass=\"elementor-share-btn elementor-share-btn_linkedin\"\n\t\t\t\t\t\t\trole=\"button\"\n\t\t\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\t\t\taria-label=\"Share on linkedin\"\n\t\t\t\t\t\t>\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\n\t\t\t\t\t\t\tclass=\"elementor-share-btn elementor-share-btn_facebook\"\n\t\t\t\t\t\t\trole=\"button\"\n\t\t\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\t\t\taria-label=\"Share on facebook\"\n\t\t\t\t\t\t>\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\" 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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\n\t\t\t\t\t\t\tclass=\"elementor-share-btn elementor-share-btn_print\"\n\t\t\t\t\t\t\trole=\"button\"\n\t\t\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\t\t\taria-label=\"Share on print\"\n\t\t\t\t\t\t>\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Predictive maintenance is equipment maintenance that is based on the ability to predict equipment failures, by leveraging real-time data from various sensors and applying AI algorithms.<\/p>\n","protected":false},"author":6,"featured_media":13980,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[57,60],"tags":[],"class_list":["post-14289","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-es","category-transformation-es"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>An\u00e1lisis de Vibraciones en Miner\u00eda: Por Qu\u00e9 Superar los M\u00e9todos Tradicionales es Importante - Razor Labs<\/title>\n<meta name=\"description\" content=\"Vibration Analysis for Mining Equipment by DataMind AI\u2122 - detect faults early, reduce downtime, and extend asset life with real-time vibration monitoring\" \/>\n<meta name=\"robots\" content=\"index, follow, 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