The DOI matches its Crossref record; 24 of the 24 references it cites were found in a registry or an index.
Demagnetization Fault Diagnosis in Surface Mounted Permanent Magnet Synchronous Motors
Abstract
In this paper, a novel method is proposed to detect demagnetization fault in surface mounted permanent magnet synchronous motors (SMPMSMs). Hence, a theoretical analysis is presented for feature extraction and pattern recognition via torque analysis. In this analysis, impacts of the saturation profile, stator slots and the fault severity are taken into account. So, using torque spectra, an efficient index is introduced for demagnetization fault diagnosis in SMPMSMs. Based on the extracted features and the recognized pattern, time delay embedding (TDE) approach as a competent data mining technique is utilized to process the developed torque. Then, a criterion function is proposed to detect demagnetization fault. Furthermore, this criterion is used to estimate fault severity and determine demagnetization percentage. The two-dimensional (2-D) time stepping finite element method (TSFEM) is employed to model the SMPMSM under different demagnetization levels. The 3-D TSFEM is used to prove the theoretical and 2-D TSFEM results.
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The TDE method has significant limitations because different failures can induce the same characteristic frequencies, which significantly impedes detection and distinguishing of failures.
“They result from the fact that in the case of current (torque) signal analysis methods, different failures can induce the same characteristic frequencies, which significantly impedes the detection and distinguishing of failures.”
From Fault Diagnosis and Fault-Tolerant Control of PMSM Drives–State of the Art and Future Challenges (2022) · cites this paper as [114]
The TDE method does not require additional equipment and is non-invasive.
“Although this method does not require any additional equipment and is non-invasive (motor torque is estimated on the basis of current measurement and flux estimation in the control system), it has significant limitations.”
From Fault Diagnosis and Fault-Tolerant Control of PMSM Drives–State of the Art and Future Challenges (2022) · cites this paper as [114]
Citations
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Effect of Magnetic Saturation on Static and Mixed Eccentricity Fault Diagnosis in Induction Motor
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Self-citationAnalytical Modeling Approach to Detect Magnet Defects in Permanent-Magnet Brushless Motors
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Configuration Impacts on Eccentricity Fault Detection in Permanent Magnet Synchronous Motors
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Research works printed but not linked: 1
- tipler, 1982, Physics, 1
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Fault Diagnosis and Fault-Tolerant Control of PMSM Drives–State of the Art and Future Challenges
Orlowska-Kowalska, T., Wolkiewicz, M., Pietrzak, P., Skowron, M., Ewert, P., Tarchala, G., Krzysztofiak, M., & Kowalski, C. T. (2022) · IEEE Access · doi:10.1109/access.2022.3180153 · Cited by 328
“[114] Torque TDE radius of gyration in phase-space PDF, UDF, NINV, ON AOF, TEM, LS”
MethodFaiz, J., & Mazaheri-Tehrani, E. (2017) · IEEE Transactions on Industry Applications · doi:10.1109/tia.2016.2608950 · Cited by 207
Self-citationDemagnetization Fault Indexes in Permanent Magnet Synchronous Motors—An Overview
Faiz, J., & Nejadi-Koti, H. (2016) · IEEE Transactions on Magnetics · doi:10.1109/tmag.2015.2480379 · Cited by 119
Self-citationMoosavi, S. S., Djerdir, A., Amirat, Y. A., & Khaburi, D. A. (2015) · Journal of Magnetism and Magnetic Materials · doi:10.1016/j.jmmm.2015.04.062 · Cited by 96
Metadata
- Authors
- Ebrahimi, B. M., & Faiz, J.
- Affiliations
- University of Tehran (IR)
- ORCID
- Faiz, Jawad
- Venue
- IEEE Transactions on Magnetics
- Published
- 2013-03
- Volume
- 49
- Issue
- 3
- Pages
- 1185-1192
- ISSN
- 0018-9464 (ISSN-L)
- 1941-0069
- OpenAlex
- W2017484729
- Cited by
- 95
- References
- 24
- Citations by year
- 2026: 3 · 2025: 8 · 2024: 10 · 2023: 12 · 2022: 11 · 2021: 9 · 2020: 2 · 2019: 6 · 2018: 8 · 2017: 8 · 2016: 5 · 2015: 11 · 2014: 1 · 2013: 1
- FWCI
- 6.03
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- IEEE Transactions on Magnetics (publishedVersion)
- Topics
- Physical Sciences › Engineering › Control and Systems Engineering › Machine Fault Diagnosis Techniques
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Electric Motor Design and Analysis
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Sensorless Control of Electric Motors
- Keywords
- surface-mounted permanent magnet synchronous motor, time-delay embedding, fault severity estimation, stator slots, criterion function, time-stepping finite element method
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