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AI2026-07-22

Vibration Analyzer — Detect Anomalies Early with SE-CNN & FFT

Anomaly detection from vibration signals using SE-CNN and FFT catches abnormal patterns early to reduce unplanned downtime and prevent failures.

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OpexMX Team
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What is the Vibration Analyzer?

The Vibration Analyzer watches vibration signals from your rotating equipment and flags abnormal patterns before they escalate.

  • Detect abnormal patterns early.

  • Advanced vibration signal analysis.

  • Reduce unplanned downtime and prevent failures.

Technologies

It combines deep learning with signal processing:

SE-CNN (Squeeze-and-Excitation CNN) & FFT (Fast Fourier Transform)

FFT breaks each signal into its frequency components, and the SE-CNN learns which patterns precede a fault — so you get a warning that simple threshold alarms would miss.

FFT explained more on this article :

FFT & Vibration Monitoring: The Foundation of Predictive Maintenance in Industry 4.0

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