#SmartMatintenance

[dibyendu]

From Vibration Data to Machine Insight: What Chapter VI Taught Me

In the world of predictive maintenance, vibration analysis is a pillar. But what happens when we mix it with computational intelligence? I recently revisited Chapter VI from Condition Monitoring Using Computational Intelligence — and it’s a masterclass in evolving beyond thresholds and FFTs. Here’s what stood out: Feature Extraction is Everything: Traditional RMS and 1×RPM metrics are just the…