{"id":10158290,"date":"2026-05-26T12:09:39","date_gmt":"2026-05-26T17:09:39","guid":{"rendered":"https:\/\/www.erbessd-instruments.com\/?p=10158290"},"modified":"2026-05-26T12:09:42","modified_gmt":"2026-05-26T17:09:42","slug":"why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring","status":"publish","type":"post","link":"https:\/\/www.erbessd-instruments.com\/fr\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/","title":{"rendered":"Why One Signal Isn&#8217;t Enough \u2013 The Case for Multi-Modal Monitoring"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"10158290\" class=\"elementor elementor-10158290\" data-elementor-post-type=\"post\">\n\t\t\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-6d3193d e-flex e-con-boxed e-con e-parent\" data-id=\"6d3193d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab5c8dd elementor-widget elementor-widget-heading\" data-id=\"ab5c8dd\" 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\">Why One Signal Isn\u2019t Enough \u2014 The Case for Multi-Modal Monitoring<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f9b5ce elementor-widget elementor-widget-text-editor\" data-id=\"0f9b5ce\" 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 style=\"font-weight: 400;\">If you\u2019ve ever walked a plant floor and thought, <em>\u201cSomething\u2019s off\u2014but I can\u2019t prove it yet,\u201d<\/em> you already understand the core problem with single-mode monitoring.<\/p><p style=\"font-weight: 400;\">You\u2019re not missing experience.<br \/>You\u2019re missing visibility.<\/p><p style=\"font-weight: 400;\">Most condition monitoring programs still rely heavily on one primary signal\u2014typically vibration. And don\u2019t get me wrong, vibration is powerful. But if you\u2019ve spent any time troubleshooting real equipment, you know one thing:<\/p><p style=\"font-weight: 400;\"><strong>Machines don\u2019t fail in just one way.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a24a60 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0a24a60\" 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-35b7465 elementor-widget elementor-widget-heading\" data-id=\"35b7465\" 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\">What should you actually be monitoring?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f30c33 elementor-widget elementor-widget-text-editor\" data-id=\"1f30c33\" 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 style=\"font-weight: 400;\">Let\u2019s start with the practical question most plant managers ask:<\/p><p style=\"font-weight: 400;\"><em>\u201cWhat conditions should I be monitoring on my machines?\u201d<\/em><\/p><p style=\"font-weight: 400;\">At a minimum, you\u2019re looking at a combination of:<\/p><ul><li><strong>Vibration<\/strong>: mechanical issues (imbalance, misalignment, bearing faults)<\/li><li><strong>Temperature<\/strong>: friction, lubrication breakdown, electrical overheating<\/li><li><strong>Motor current \/ power<\/strong>: electrical faults, load changes<\/li><li><strong>Speed \/ operating context<\/strong>: critical for interpreting everything else<\/li><li><strong>Lubrication \/ oil condition<\/strong>: wear, contamination, early-stage damage<\/li><\/ul><p style=\"font-weight: 400;\">That\u2019s not theory\u2014that\u2019s straight from established condition monitoring frameworks like ISO guidance, which emphasizes using multiple parameters to assess machine health comprehensively. Because here\u2019s the reality: Every failure mode shows up differently depending on <em>when<\/em> and <em>how<\/em> you look at it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73d73c1 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"73d73c1\" 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-dfc52c1 elementor-widget elementor-widget-heading\" data-id=\"dfc52c1\" 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\">What's wrong with Single-Mode Monitoring?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf9d58a elementor-widget elementor-widget-text-editor\" data-id=\"cf9d58a\" 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 style=\"font-weight: 400;\">Relying on one signal is a bit like diagnosing a patient using only body temperature.<\/p><p style=\"font-weight: 400;\">You\u2019ll catch some issues, but you\u2019ll undoubtedly miss others. You may detect a fever, but will you catch the impending heart attack?<br \/>And worse yet, sometimes you\u2019ll get it completely wrong. Afterall, you can have a heart attack without running a fever\u2026<\/p><p style=\"font-weight: 400;\">Peer-reviewed studies prove that combining <strong>vibration + motor current<\/strong> improved fault detection accuracy to 93.33%, compared to 65.56% when monitoring vibration alone and 74.44% when monitoring current alone (Kankar et al., 2011). Furthermore, combining <strong>thermal imaging + vibration<\/strong> reached 99.14% accuracy, significantly outperforming either method on its own (Tran et al., 2012).<\/p><p style=\"font-weight: 400;\">That\u2019s not a small improvement\u2014that\u2019s the difference between catching a failure early or explaining downtime after the fact.<\/p><p>If you&#8217;ve ever had to justify unexpected downtime upstream, you already know which side of that equation you want to be on.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63df92f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"63df92f\" 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-392de99 elementor-widget elementor-widget-heading\" data-id=\"392de99\" 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\">Why does monitoring more than once condition actually matter?<\/h2>\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<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-1f222c9 e-flex e-con-boxed e-con e-parent\" data-id=\"1f222c9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-6ef30e8 e-con-full e-flex e-con e-child\" data-id=\"6ef30e8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2829aeb elementor-widget elementor-widget-text-editor\" data-id=\"2829aeb\" 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 style=\"font-weight: 400;\">Let\u2019s translate this out of the lab and into your day-to-day:<\/p><ol><li style=\"font-weight: 400;\"><strong> You Catch Problems Earlier<\/strong><\/li><\/ol><p style=\"font-weight: 400;\">Different signals show issues at different stages. For example, high-frequency vibration or acoustic signals can detect early bearing damage while temperature rises often come later and electrical signatures can flag issues vibration won\u2019t.<\/p><p style=\"font-weight: 400;\">That extended \u201cwindow to act\u201d is what separates planned maintenance from firefighting, a distinction that matters more than most people realize.<\/p><p style=\"font-weight: 400;\">When you\u2019re stuck in reactive mode, the costs go far beyond the repair itself:<\/p><ul><li>Unplanned downtime hits production at the worst possible moment<\/li><li>Overtime labor and emergency call-ins drive up maintenance costs<\/li><li>Expedited shipping for parts adds unnecessary spend<\/li><li>Secondary damage turns a small issue into a major repair<\/li><li>Lost production and missed deadlines ripple across the business<\/li><\/ul><p style=\"font-weight: 400;\">In contrast, when issues are caught early through predictive monitoring, you can:<\/p><ul><li>Schedule repairs during planned downtime<\/li><li>Order parts at standard cost<\/li><li>Assign labor efficiently (no scrambling)<\/li><li>Fix the root cause before it escalates<\/li><\/ul><p style=\"font-weight: 400;\">That shift\u2014from reactive to planned\u2014is where a significant portion of ROI actually comes from.<\/p><p style=\"font-weight: 400;\">In fact, industry-backed data shows that effective predictive maintenance programs can reduce maintenance costs by 25\u201330% and downtime by 35\u201345% \u2014largely by eliminating the chaos and inefficiency of emergency repairs.<\/p><p style=\"font-weight: 400;\"><a href=\"https:\/\/www.erbessd-instruments.com\/articles\/maximizing-roi-with-condition-monitoring\/\"><strong><em>Learn More<\/em><\/strong><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8de0328 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"8de0328\" 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-8e0541d elementor-widget elementor-widget-text-editor\" data-id=\"8e0541d\" 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<ol start=\"2\"><li style=\"font-weight: 400;\"><strong> You Reduce False Alarms (and Alarm Fatigue)<\/strong><\/li><\/ol><p style=\"font-weight: 400;\">One of the biggest silent killers of monitoring programs?<\/p><p style=\"font-weight: 400;\">Too many bad alerts.<\/p><p style=\"font-weight: 400;\">Multi-modal monitoring allows cross-verification. Great predictive maintenance minds know that if vibration spikes <em>and<\/em>temperature rises, there\u2019s likely a real issue to address; If only one changes, it\u2019s not time to panic\u2014it\u2019s time to investigate.<\/p><p style=\"font-weight: 400;\">This improves <em>trust<\/em> in the system\u2014and makes your team more likely to act on alerts instead of ignoring them.<\/p><p style=\"font-weight: 400;\">And in the long run, bad alarms don\u2019t just waste time, they actively hurt operations.<\/p><p style=\"font-weight: 400;\">When teams react to unreliable alerts, you see:<\/p><ul><li>Unnecessary shutdowns or inspections that disrupt production<\/li><li>Wasted labor hours chasing issues that don\u2019t exist<\/li><li>Over-maintenance, where components are replaced too early<\/li><li>Production inefficiency from constantly second-guessing equipment condition<\/li><\/ul><p style=\"font-weight: 400;\">On the flip side, you face the worst-case scenario: teams <em>don\u2019t<\/em> react because they\u2019ve been burned too many times. Real failures get missed, lead time disappears, and reactive mode becomes the default again. That\u2019s the cycle a lot of plants get stuck in\u2014and it\u2019s not a technology problem. It\u2019s a signal quality problem.<\/p><p style=\"font-weight: 400;\">When alerts become more reliable, the ripple effects on production efficiency and safety are immediate:<\/p><ul><li>Fewer unnecessary stoppages<\/li><li>Better confidence in when to intervene<\/li><li>More uptime driven by <em>planned<\/em> decisions, not guesswork<\/li><li>Maintenance teams focus on real problems<\/li><li>Less time wasted chasing false positives<\/li><li>Better allocation of labor and resources<\/li><li>Emergency repairs = rushed decisions, higher risk<\/li><li>False alarms can lead to unnecessary exposure to hazardous areas<\/li><li>Missed alarms can lead to catastrophic failures<\/li><\/ul><p style=\"font-weight: 400;\">Trustworthy alerts reduce both unnecessary interventions <em>and <\/em>missed critical events<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-761b605 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"761b605\" 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-34d039a elementor-widget elementor-widget-text-editor\" data-id=\"34d039a\" 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<ol start=\"3\"><li style=\"font-weight: 400;\"><strong> You Actually Know What\u2019s Wrong<\/strong><\/li><\/ol><p style=\"font-weight: 400;\">Not just <em>that<\/em> something is wrong.<\/p><p style=\"font-weight: 400;\">We all know when it comes to cost, downtime and production delays, there\u2019s a big difference between replacing a bearing, correcting imbalance and fixing an electrical issue.<\/p><p style=\"font-weight: 400;\">Single-mode systems often blur those lines. Multi-modal systems sharpen them.<\/p><p style=\"font-weight: 400;\">And here\u2019s the part that doesn\u2019t get talked about enough: Each of those problems comes with a completely different price tag\u2014and a completely different downtime requirement.<\/p><p style=\"font-weight: 400;\">That\u2019s wasted labor, wasted downtime\u2014and frustration you don\u2019t need.<\/p><p style=\"font-weight: 400;\">When a fault is misdiagnosed\u2014or only partially understood\u2014you don\u2019t just lose time once.<br \/>You lose it <em>multiple times<\/em>.<\/p><p style=\"font-weight: 400;\">It often looks like this:<\/p><ol><li><strong>Initial diagnosis (wrong or incomplete)<\/strong><br \/>\u2192 Replace a component \u201cjust to be safe\u201d<\/li><li><strong>Machine goes back online<\/strong><br \/>\u2192 Problem still exists<\/li><li><strong>Second shutdown<\/strong><br \/>\u2192 More labor, more downtime, more disruption<\/li><li><strong>Escalation<\/strong><br \/>\u2192 Now it\u2019s urgent, costs increase, pressure builds<\/li><\/ol><p style=\"font-weight: 400;\">What could have been a planned, targeted fix turns into multiple maintenance events, repeated downtime windows, compounding labor and parts costs, frustration across operations and maintenance, and worst of all\u2014loss of confidence in both the system and the process.<\/p><p style=\"font-weight: 400;\">Not all fixes impact production the same way:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85e9aec elementor-widget elementor-widget-image\" data-id=\"85e9aec\" 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=\"532\" height=\"114\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2026\/05\/MeghMayArticle1.png\" class=\"attachment-1536x1536 size-1536x1536 wp-image-10158292\" alt=\"\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2026\/05\/MeghMayArticle1.png 532w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2026\/05\/MeghMayArticle1-300x64.png 300w\" sizes=\"(max-width: 532px) 100vw, 532px\" \/>\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-8d1a97c elementor-widget elementor-widget-text-editor\" data-id=\"8d1a97c\" 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 style=\"font-weight: 400;\">If you don\u2019t know exactly what you\u2019re dealing with, you can\u2019t plan properly.<\/p><p style=\"font-weight: 400;\">And when you can\u2019t plan\u2014you pay for it.<\/p><p style=\"font-weight: 400;\">There\u2019s another side to this too\u2014one that looks <em>proactive<\/em> on the surface but isn\u2019t actually efficient: Replacing parts too early because you don\u2019t trust the data.<\/p><p style=\"font-weight: 400;\">In many plants, this shows up as scheduled replacements based on dates instead of data and unnecessary over-maintenance to avoid risk.<\/p><p style=\"font-weight: 400;\">It feels safe. But in reality, you\u2019re increasing maintenance costs needlessly, introducing safety risks during avoidable interventions, and pulling resources away from real problems.<\/p><p style=\"font-weight: 400;\">That\u2019s not predictive maintenance. That\u2019s controlled inefficiency.<\/p><p style=\"font-weight: 400;\">Multi-modal monitoring sharpens the picture. Instead of guessing\u2014or overcompensating\u2014you make data-driven decisions.<\/p><ul><li>Is it mechanical or electrical?<\/li><li>Is it early-stage or already critical?<\/li><li>Is it safe to run\u2014or time to act now?<\/li><\/ul><p style=\"font-weight: 400;\">By combining signals (vibration, temperature, current, etc.), you\u2019re not relying on assumptions\u2014you\u2019re working with evidence from multiple angles.<\/p><p style=\"font-weight: 400;\">That clearer picture leads to fewer misdiagnoses, fewer repeat repairs, more accurate planning of necessary downtime, and the confidence to act\u2014<em>or not<\/em>\u2014at the right time.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51d1b5f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"51d1b5f\" 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-156a600 elementor-widget elementor-widget-heading\" data-id=\"156a600\" 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\">Where does the Erbessd ecosystem fit in?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ca8663 elementor-widget elementor-widget-text-editor\" data-id=\"9ca8663\" 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 style=\"font-weight: 400;\">This is where things start to click.<\/p><p style=\"font-weight: 400;\">Multi-modal monitoring isn\u2019t just about adding more sensors\u2014it\u2019s about making those signals work together.<\/p><p style=\"font-weight: 400;\">That\u2019s the philosophy behind the Erbessd ecosystem:<\/p><p style=\"font-weight: 400;\">Seamlessly unite multiple condition monitoring technologies together into one cohesive, easy-to-use platform. With wireless sensors that continuously track key machine health indicators like vibration, temperature, motor current, speed, amperage, and thermography, \u00a0every component is designed to capture a different piece of the asset health picture. What makes it truly powerful is how all of that data is integrated into a single workflow\u2014one software environment where users can visualize, analyze, and act on multiple condition inputs without jumping between systems. Instead of just displaying data, the platform\u2019s analytics help connect the dots, turning complex, multi-modal information into clear, actionable insights.<\/p><p style=\"font-weight: 400;\">The result is a user-friendly, scalable solution that\u2019s easy to implement and gives teams a true one-stop shop for comprehensive condition monitoring\u2014making it easier to detect problems early, diagnose them accurately, and keep operations running efficiently.<\/p><p style=\"font-weight: 400;\">Instead of bouncing between disconnected tools, you get a cohesive view of machine health\u2014the way it actually behaves in the real world.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47d9fac elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"47d9fac\" 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-4de9b1f elementor-widget elementor-widget-heading\" data-id=\"4de9b1f\" 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\">What does this mean for your plant?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c50d2b elementor-widget elementor-widget-text-editor\" data-id=\"4c50d2b\" 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 style=\"font-weight: 400;\">If you\u2019re exploring predictive maintenance\u2014or trying to improve what you already have\u2014this is the takeaway:<\/p><p style=\"font-weight: 400;\"><strong>Single-mode monitoring answers one question.<\/strong><br \/><strong>Multi-modal monitoring tells the full story.<\/strong><\/p><p style=\"font-weight: 400;\">And that story has real operational impact.<\/p><p>According to U.S. Department of Energy\u2013backed research:<\/p><h4><strong>25\u201330% reduction in maintenance costs<\/strong><\/h4><h4><strong>35\u201345% reduction in downtime<\/strong><\/h4><h4><strong>70\u201375% fewer breakdowns<\/strong><\/h4><p style=\"font-weight: 400;\">Those numbers don\u2019t come from adding one more sensor. They come from building a system that sees the machine the way it actually operates\u2014as a combination of mechanical, electrical, and thermal behaviors working together.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-867fe4b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"867fe4b\" 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-ac6fde5 elementor-widget elementor-widget-heading\" data-id=\"ac6fde5\" 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\">Final Thought<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c26a6d7 elementor-widget elementor-widget-text-editor\" data-id=\"c26a6d7\" 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 style=\"font-weight: 400;\">In manufacturing, expertise is earned through real-world experience\u2014where every decision is shaped by what you\u2019ve seen, solved, and proven on the plant floor. We understand that reality, and it\u2019s exactly why clarity matters.<\/p><p style=\"font-weight: 400;\">So here\u2019s the straight answer:<\/p><p style=\"font-weight: 400;\">If your goal is to reduce downtime, improve efficiency, and make better decisions under pressure\u2026<\/p><p style=\"font-weight: 400;\"><strong>You don\u2019t need more data.<\/strong><br \/><strong>You need the <em>right<\/em> data\u2014working together.<\/strong><\/p><p style=\"font-weight: 400;\">And that\u2019s exactly what multi-modal monitoring is built to deliver.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6993ae8 elementor-widget elementor-widget-text-editor\" data-id=\"6993ae8\" 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 style=\"font-weight: 400;\"><strong>Kankar, P. K., Sharma, S. C., &amp; Harsha, S. P.<\/strong> (2011). Fault diagnosis of induction motor using multi-sensor data fusion technique. <em>Expert Systems with Applications, 38<\/em>(7), 8394\u20138402. <a href=\"https:\/\/doi.org\/10.1016\/j.eswa.2011.01.021\">https:\/\/doi.org\/10.1016\/j.eswa.2011.01.021<\/a><\/p><p style=\"font-weight: 400;\"><strong>Tran, V. T., Yang, B.-S., &amp; Tan, A. C. C.<\/strong> (2012). Multi-sensor data fusion for fault diagnosis of rotating machinery using infrared thermography and vibration signals. <em>Mechanical Systems and Signal Processing, 26<\/em>, 72\u201383. https:\/\/doi.org\/10.1016\/j.ymssp.2011.06.010<\/p><p style=\"font-weight: 400;\"><strong>U.S. Department of Energy.<\/strong> (2002). <em>Operations &amp; maintenance best practices: A guide to achieving operational efficiency<\/em>(PNNL-13890). Pacific Northwest National Laboratory. <a href=\"https:\/\/www.pnnl.gov\/main\/publications\/external\/technical_reports\/pnnl-13890.pdf\">https:\/\/www.pnnl.gov\/main\/publications\/external\/technical_reports\/pnnl-13890.pdf<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-8315166 e-con-full e-flex e-con e-child\" data-id=\"8315166\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-a8194a8 e-con-full e-flex e-con e-child\" data-id=\"a8194a8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-08c0764 e-flex e-con-boxed e-con e-child\" data-id=\"08c0764\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1155116 elementor-widget-divider--view-line_text elementor-widget-divider--element-align-center elementor-widget elementor-widget-divider\" data-id=\"1155116\" 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\t<span class=\"elementor-divider__text elementor-divider__element\">\n\t\t\t\t<b>About the author<\/b>\t\t\t\t<\/span>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-d4a4f19 e-flex e-con-boxed e-con e-child\" data-id=\"d4a4f19\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-8c9eb69 e-flex e-con-boxed e-con e-child\" data-id=\"8c9eb69\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-148a1e9 elementor-widget elementor-widget-text-editor\" data-id=\"148a1e9\" 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><strong>Megh Howard, BSc<\/strong> serves as the Chief Marketing Officer and Director of People &amp; Culture at Erbessd Instruments. This unique combination allows her to unite the company\u2019s outward-facing brand strategy with its internal culture and values\u2014ensuring that how the company shows up for its customers is deeply rooted in how it operates from within.\u00a0<\/p><p>Megh believes that a strong, people-centered culture is essential to delivering exceptional customer experiences. By fostering an environment where employees feel valued, connected, and empowered, she helps ensure that customer-first values aren\u2019t just part of the marketing message\u2014they\u2019re lived every day across the organization. Her work aligns employee engagement with service excellence, bridging global teams and creating a workplace that mirrors the trust and support Erbessd Instruments extends to its clients and partners.<\/p><p>A graduate of Hudson Valley Community College and Penn State University, Megh brings a thoughtful, relationship-driven approach to leadership\u2014connecting with colleagues, customers, distributors, and industry peers with authenticity and purpose.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-6af427e e-con-full e-flex e-con e-child\" data-id=\"6af427e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2834a2a elementor-widget elementor-widget-image\" data-id=\"2834a2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"300\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2023\/12\/megh_maccane_ei.jpg\" class=\"attachment-large size-large wp-image-10138060\" alt=\"\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2023\/12\/megh_maccane_ei.jpg 400w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2023\/12\/megh_maccane_ei-300x225.jpg 300w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\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>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-92a01fa e-flex e-con-boxed e-con e-child\" data-id=\"92a01fa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Why One Signal Isn\u2019t Enough \u2014 The Case for Multi-Modal Monitoring If you\u2019ve ever walked a plant floor and thought, \u201cSomething\u2019s off\u2014but I can\u2019t prove it yet,\u201d you already understand the core problem with single-mode monitoring. You\u2019re not missing experience.You\u2019re missing visibility. Most condition monitoring programs still rely heavily on one primary signal\u2014typically vibration. And &#8230; <a title=\"Why One Signal Isn&#8217;t Enough \u2013 The Case for Multi-Modal Monitoring\" class=\"read-more\" href=\"https:\/\/www.erbessd-instruments.com\/fr\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/\" aria-label=\"En savoir plus sur Why One Signal Isn&#8217;t Enough \u2013 The Case for Multi-Modal Monitoring\">Lire la suite<\/a><\/p>\n","protected":false},"author":35,"featured_media":10158332,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[21],"tags":[],"class_list":["post-10158290","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Why One Signal Isn&#039;t Enough \u2013 The Case for Multi-Modal Monitoring &#8211; ERBESSD INSTRUMENTS<\/title>\n<meta name=\"description\" content=\"Why One Signal Isn\u2019t Enough \u2014 The Case for Multi-Modal Monitoring If you\u2019ve ever walked a plant floor and thought, \u201cSomething\u2019s off\u2014but I can\u2019t prove it &#8211; ERBESSD INSTRUMENTS\" \/>\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.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why One Signal Isn&#039;t Enough \u2013 The Case for Multi-Modal Monitoring\" \/>\n<meta property=\"og:description\" content=\"Why One Signal Isn\u2019t Enough \u2014 The Case for Multi-Modal Monitoring If you\u2019ve ever walked a plant floor and thought, \u201cSomething\u2019s off\u2014but I can\u2019t prove it &#8211; ERBESSD INSTRUMENTS\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/\" \/>\n<meta property=\"og:site_name\" content=\"ERBESSD INSTRUMENTS\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/erbessdinstrumentsco\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-26T17:09:39+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-26T17:09:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2026\/05\/WhatsApp-Image-2026-05-26-at-13.05.09.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1402\" \/>\n\t<meta property=\"og:image:height\" content=\"1122\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Nicole Blanchard\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ErbessdRel\" \/>\n<meta name=\"twitter:site\" content=\"@ErbessdRel\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Nicole Blanchard\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Why One Signal Isn't Enough \u2013 The Case for Multi-Modal Monitoring &#8211; ERBESSD INSTRUMENTS","description":"Why One Signal Isn\u2019t Enough \u2014 The Case for Multi-Modal Monitoring If you\u2019ve ever walked a plant floor and thought, \u201cSomething\u2019s off\u2014but I can\u2019t prove it &#8211; ERBESSD INSTRUMENTS","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/","og_locale":"fr_FR","og_type":"article","og_title":"Why One Signal Isn't Enough \u2013 The Case for Multi-Modal Monitoring","og_description":"Why One Signal Isn\u2019t Enough \u2014 The Case for Multi-Modal Monitoring If you\u2019ve ever walked a plant floor and thought, \u201cSomething\u2019s off\u2014but I can\u2019t prove it &#8211; ERBESSD INSTRUMENTS","og_url":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/","og_site_name":"ERBESSD INSTRUMENTS","article_publisher":"https:\/\/www.facebook.com\/erbessdinstrumentsco","article_published_time":"2026-05-26T17:09:39+00:00","article_modified_time":"2026-05-26T17:09:42+00:00","og_image":[{"width":1402,"height":1122,"url":"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2026\/05\/WhatsApp-Image-2026-05-26-at-13.05.09.jpeg","type":"image\/jpeg"}],"author":"Nicole Blanchard","twitter_card":"summary_large_image","twitter_creator":"@ErbessdRel","twitter_site":"@ErbessdRel","twitter_misc":{"\u00c9crit par":"Nicole Blanchard","Dur\u00e9e de lecture estim\u00e9e":"9 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/#article","isPartOf":{"@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/"},"author":{"name":"Nicole Blanchard","@id":"https:\/\/www.erbessd-instruments.com\/#\/schema\/person\/7c5b1c08a4e509c9d38fe68e641229dc"},"headline":"Why One Signal Isn&#8217;t Enough \u2013 The Case for Multi-Modal Monitoring","datePublished":"2026-05-26T17:09:39+00:00","dateModified":"2026-05-26T17:09:42+00:00","mainEntityOfPage":{"@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/"},"wordCount":1906,"commentCount":0,"publisher":{"@id":"https:\/\/www.erbessd-instruments.com\/#organization"},"image":{"@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2026\/05\/WhatsApp-Image-2026-05-26-at-13.05.09.jpeg","articleSection":["Articles"],"inLanguage":"fr-FR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/","url":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/","name":"Why One Signal Isn't Enough \u2013 The Case for Multi-Modal Monitoring &#8211; ERBESSD INSTRUMENTS","isPartOf":{"@id":"https:\/\/www.erbessd-instruments.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/#primaryimage"},"image":{"@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2026\/05\/WhatsApp-Image-2026-05-26-at-13.05.09.jpeg","datePublished":"2026-05-26T17:09:39+00:00","dateModified":"2026-05-26T17:09:42+00:00","description":"Why One Signal Isn\u2019t Enough \u2014 The Case for Multi-Modal Monitoring If you\u2019ve ever walked a plant floor and thought, \u201cSomething\u2019s off\u2014but I can\u2019t prove it &#8211; ERBESSD INSTRUMENTS","breadcrumb":{"@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/#primaryimage","url":"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2026\/05\/WhatsApp-Image-2026-05-26-at-13.05.09.jpeg","contentUrl":"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2026\/05\/WhatsApp-Image-2026-05-26-at-13.05.09.jpeg","width":1402,"height":1122},{"@type":"BreadcrumbList","@id":"https:\/\/www.erbessd-instruments.com\/articles\/why-one-signal-isnt-enough-the-case-for-multi-modal-monitoring\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.erbessd-instruments.com\/"},{"@type":"ListItem","position":2,"name":"Why One Signal Isn&#8217;t Enough \u2013 The Case for Multi-Modal Monitoring"}]},{"@type":"WebSite","@id":"https:\/\/www.erbessd-instruments.com\/#website","url":"https:\/\/www.erbessd-instruments.com\/","name":"ERBESSD INSTRUMENTS","description":"Vibration Analyzer, Online Monitoring, Video Deflection, &amp; Balancing Machine Manufacturer","publisher":{"@id":"https:\/\/www.erbessd-instruments.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.erbessd-instruments.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/www.erbessd-instruments.com\/#organization","name":"ERBESSD INSTRUMENTS","url":"https:\/\/www.erbessd-instruments.com\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.erbessd-instruments.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/06\/erbessd_instruments_logo.png","contentUrl":"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/06\/erbessd_instruments_logo.png","width":1073,"height":138,"caption":"ERBESSD INSTRUMENTS"},"image":{"@id":"https:\/\/www.erbessd-instruments.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/erbessdinstrumentsco","https:\/\/x.com\/ErbessdRel","https:\/\/www.linkedin.com\/company\/erbessdinstrumentsco","https:\/\/www.pinterest.com\/4d2ab37d590061eda78ee907c11410\/","https:\/\/www.youtube.com\/channel\/UCMi2XxcHeufIw5WVkcPg98A"]},{"@type":"Person","@id":"https:\/\/www.erbessd-instruments.com\/#\/schema\/person\/7c5b1c08a4e509c9d38fe68e641229dc","name":"Nicole Blanchard","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/c2c9423e107303d62022ecfc0931e8417707527c1aeb709eab122d11fea97277?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/c2c9423e107303d62022ecfc0931e8417707527c1aeb709eab122d11fea97277?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c2c9423e107303d62022ecfc0931e8417707527c1aeb709eab122d11fea97277?s=96&d=mm&r=g","caption":"Nicole Blanchard"},"url":"https:\/\/www.erbessd-instruments.com\/fr\/author\/nicole-blanchard\/"}]}},"_links":{"self":[{"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/posts\/10158290","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/users\/35"}],"replies":[{"embeddable":true,"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/comments?post=10158290"}],"version-history":[{"count":4,"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/posts\/10158290\/revisions"}],"predecessor-version":[{"id":10158298,"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/posts\/10158290\/revisions\/10158298"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/media\/10158332"}],"wp:attachment":[{"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/media?parent=10158290"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/categories?post=10158290"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.erbessd-instruments.com\/fr\/wp-json\/wp\/v2\/tags?post=10158290"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}