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Vibration Analyzer
Detect vibration anomalies with SE-CNN and FFT, and learn what faults the analyzer catches and how to set it up.
Vibration Analyzer
The Vibration Analyzer detects anomalies in vibration signals using a Spectral-Energy CNN (SE-CNN) and Fast Fourier Transform (FFT).
What It Catches
- Bearing wear — inner and outer race faults.
- Imbalance and misalignment — rotating assembly faults.
- Looseness and resonance — structural and speed-related faults.
How It Works
FFT converts the time signal into frequency components; the SE-CNN classifies patterns that mark early-stage faults before they escalate.
Setup
- Mount the sensor per the asset spec.
- Capture a healthy baseline.
- Schedule recurring captures.
- Review flagged anomalies and route to inspection.
Tips
A clean baseline is everything — capture it right after install or a known-good service.