Motor Anomaly Event Detection by Sound Analysis

Application #4

Jarvus
Audio Processing by MATLAB
Jun 18, 2019

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Description

  1. Detect motor anomaly events by sound analysis
  2. Status: Off, Normal, Stuck, Pre-Stalling, Stalling
  3. Record audio with raspberry pi and microphone array
  4. Use deep learning based for clustering

About Dataset

  • Every clips are 0.5 second, sampling rate is 48000 Hz
  • Clean background (3400 clips)
  • With noise environment (Music 2880 clips, Factory 2356 clips)

Listen some samples

  • Clean / Normal
  • Music / Stalling

Label audio clips

Visualize in time frequency domain

Deep learning model

Run with LED lights

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Jarvus
Audio Processing by MATLAB

A diverse software developer, focus on Audio Processing, Deep learning and Blockchain.