An Introduction To Predictive Maintenance Now

: Listens for high-frequency sounds from gas leaks, electrical arcing, or early bearing distress.

: Evaluates voltage and current waveforms to identify motor degradation without needing mechanical access. AN INTRODUCTION TO PREDICTIVE MAINTENANCE

: Uses infrared cameras to spot hotspots caused by friction or electrical resistance. : Listens for high-frequency sounds from gas leaks,

: IoT sensors attached to machinery track physical parameters like vibration, temperature, pressure, and acoustic signals. AN INTRODUCTION TO PREDICTIVE MAINTENANCE

: Algorithms compare live data against a "normal" baseline to identify the faint deviations that precede a malfunction.

: This information is processed at the "edge" (locally) or in the cloud using AI and machine learning (ML) .