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Oil-injection-Screw-Compressor-Fault-Classification

  1. This is a Machine Learning Program to classify Screw-Compressor Faults using Short Time Fourier Transform Spectrograms
  2. Vibration signals are converted to spectrograms.
  3. A Deep Learning Model is trained to predict fault states using spectrograms.

Algorithm

Fault Description

There are total of 5 states for the model to predict.

  1. Normal Condition
  2. Unbalance Condition
  3. Belt Looseness Condition
  4. Belt Looseness High Condition
  5. Bearing Fault Condition

References

  1. Dataset : PHM 2021 Asia Pacific Data Challenge