Vibration Analysis: Predictive Maintenance with a Handheld Meter

The Fan That Shook for Six Months Before It Stopped A large exhaust fan ran in a paint booth. Maintenance heard a new rumble about six months before it failed. They turned the volume up…

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Predictive Maintenance with IIoT and Machine Learning: The Myths, the Reality and the Working Recipe

JUMI 2026-09-082026-09-19 Technology IIoT Sensors, Predictive Maintenance, Vibration Analysis

⚙️ The Maintenance Dashboard That Nobody Trusts Walk into any plant that invested in a predictive maintenance platform five years ago, and you will find one of two rooms. In the first room, the dashboard…

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