/IM_current_and_vibrations_BRB_detection

Official implementation of: An analysis of vibrations and currents for broken rotor bar detection in three-phase induction motors

Primary LanguageJupyter Notebook

This is the official implementation of the materilas required to reproduce the results, presented in:

An analysis of vibrations and currents for broken rotor bar detection in three-phase induction motors

Reproduction of the results provided in the paper, can be done through the following steps:

  1. Downloading the original dataset and providing the path to .mat files to data_mining/upsampling_data_mining.ipynb notebook, as a string under the variable base_dir
  2. Running the data_mining/upsampling_data_mining.ipynb
  3. Running the data_mining/freq_domain_mining_hdf.ipynb
  4. Going through the Conventional Classification experiments, by running conventional_classification/coventional_current_based_classifier.ipynb and conventional_classification/coventional_vibration_based_classifier.ipynb
  5. Going through the Hybrid Classification experiments, by running hybrid_classification/current_based_hybrid_classifier.ipynb and hybrid_classification/vibrations_based_hybrid_classifier.ipynb

Please cite our paper using the following citation entry:

@inproceedings{taghiyarrenani2022analysis,
  title={An analysis of vibrations and currents for broken rotor bar detection in three-phase induction motors},
  author={Taghiyarrenani, Zahra and Berenji, Amirhossein},
  booktitle={PHM Society European Conference},
  volume={7},
  number={1},
  pages={43--48},
  year={2022}
}