Best Vibration Sensors in 2027
A 2027 comparison of wireless vibration sensors from Tractian, AssetWatch, Waites and Augury, with selection criteria and questions to ask before you buy.
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AI Fault Detection: How It Catches Failures Early
Key Points * AI fault detection identifies developing machine faults by analyzing features of vibration, current, temperature, and acoustic signals, and matching them to the physical signatures of specific failure modes. * Fixed thresholds react to overall signal levels, which often stay normal until a fault is advanced; features such as kurtosis, envelope spectra, and current sidebands change much earlier. * Supervised classifiers name known faults, unsupervised anomaly detection catches un
Tractian Inc
Vibration Analysis Services vs. Continuous Monitoring: What Routes Leave Unwatched
Vibration analysis services check assets monthly or quarterly. Learn what failures between routes cost and which assets need continuous monitoring.
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Types of Condition Monitoring Techniques
Reactive maintenance is costly. Learn which 5 types of condition monitoring techniques to use on motors, pumps, compressors, and conveyors.
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Condition-Based Maintenance: How to Build a Program That Works
Unplanned downtime is preventable. Learn how to build a condition-based maintenance program that catches equipment failures before they happen.
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Vibration Analysis for Predictive Maintenance
Learn how vibration analysis drives predictive maintenance decisions when combined with multimodal sensing, automated diagnostics, and closed-loop execution.
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Comprehensive free materials for your maintenance and reliability
Get free access to materials for increased productivity and an optimized maintenance routine.