Vibration, ultrasound, infrared, motor electrical testing, oil analysis, partial discharge, and online sensors answer different questions. Some are efficient screening tools; others provide deeper diagnostic or confirmation evidence.
Rules or machine-learning analytics may help screen and correlate these signals, but the data quality, operating context, and validation evidence must fit the intended decision.
