TR2022-150
Robust Motor Current Signature Analysis (MCSA)-based Fault Detection under Varying Operating Conditions
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- "Robust Motor Current Signature Analysis (MCSA)-based Fault Detection under Varying Operating Conditions", International Conference on Electrical Machines and Systems (ICEMS), DOI: 10.1109/ICEMS56177.2022.9983454, November 2022.BibTeX TR2022-150 PDF
- @inproceedings{Liu2022nov2,
- author = {Liu, Dehong and Inoue, Hiroshi and Kanemaru, Makoto},
- title = {Robust Motor Current Signature Analysis (MCSA)-based Fault Detection under Varying Operating Conditions},
- booktitle = {International Conference on Electrical Machines and Systems (ICEMS) 2022},
- year = 2022,
- month = nov,
- publisher = {IEEE},
- doi = {10.1109/ICEMS56177.2022.9983454},
- issn = {2642-5513},
- isbn = {978-1-6654-9302-4},
- url = {https://www.merl.com/publications/TR2022-150}
- }
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- "Robust Motor Current Signature Analysis (MCSA)-based Fault Detection under Varying Operating Conditions", International Conference on Electrical Machines and Systems (ICEMS), DOI: 10.1109/ICEMS56177.2022.9983454, November 2022.
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Abstract:
Motor current signature analysis (MCSA) has been widely used in motor fault detection including bearing fault, broken-bar, and eccentricity, etc. When a motor’s fault is in its early stage or a faulty motor is operating in varying load conditions, fault signature may be submerged in the background noise and interference, making fault detection a very challenging problem. In this paper, we address the problem of extracting small fault signature of frequency components under a varying load condition and a noisy background. To this end, we segment the time-domain stator current into overlapped sequences, and treat each sequence as an independent measurement of an imaginary sensor. A minimum variance beam-forming method is then employed to generate the current frequency spectrum with robust performance under varying-load operations. Our method is validated with experimental data collected on a motor with a minor eccentricity fault operating in varying conditions.