Development and Implementation of a Novel Fault Diagnostic and Protection Technique for IPM Motor Drives

IEEE Transactions on Industrial Electronics

Volumn 56, Issue 1, 2009, Pages 85-92

  Khan, M A S K ^a   Rahman, M Azizur ^a  

^a MEMORIAL UNIVERSITY OF NEWFOUNDLAND   (Canada)

Author keywords

Digital signal processors; fault diagnosis; interior permanent magnet (IPM) motor; neural networks; wavelet packet transform (WPT)

Indexed keywords

EID: 85008034272     PISSN: 02780046     EISSN: 15579948     Source Type: Journal    
DOI: 10.1109/TIE.2008.2004662     Document Type: Article

References (41)

1. J. F. Martins, V. F. Pires, and A. J. Pires, “Unsupervised neural-network based algorithm for an on-line diagnosis of three-phase induction motor stator fault,” IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 259–264, Feb. 2007.
2. B. Ayhan, M.-Y. Chow, and M.-H. Song, “Multiple discriminant analysis and neural-network based monolith and partition fault-detection schemes for broken rotor bar in induction motors,” IEEE Trans. Ind. Electron., vol. 53, no. 4, pp. 1298–1308, Jun. 2006.
3. K. Kim, A. G. Parlos, and R. M. Bharadwaj, “Sensorless fault diagnosis of induction motors,” IEEE Trans. Ind. Electron., vol. 50, no. 5, pp. 1038–1051, Oct. 2003.
4. F. Filippetti, G. Franceschini, C. Tassoni, and P. Vas, “Recent developments of induction motor drives fault diagnosis using AI techniques,” IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 994–1004, Oct. 2000.
5. R. L. A. Ribeiro, C. B. Jacobina, E. R. C. Silva, and A. M. N. Lima, “Fault-tolerant voltage-fed PWM inverter AC motor drive systems,” IEEE Trans. Ind. Electron., vol. 51, no. 2, pp. 439–446, Apr. 2004.
6. A. R. Mohanty and C. Kar, “Fault detection in a multistage gearbox by demodulation of motor current waveform,” IEEE Trans. Ind. Electron., vol. 53, no. 4, pp. 1285–1297, Jun. 2006.
7. Z. Ye, B. Wu, and A. Sadeghian, “Current signature analysis of induction motor mechanical faults by wavelet packet decomposition,” IEEE Trans. Ind. Electron., vol. 50, no. 6, pp. 1217–1228, Dec. 2003.
8. A. M. Silva, R. J. Povinelli, and N. A. O. Demerdash, “Induction machine broken bar and stator short-circuit fault diagnostics based on three-phase stator current envelopes,” IEEE Trans. Ind. Electron., vol. 55, no. 3, pp. 1310–1318, Mar. 2008.
9. M. Blodt, D. Bonacci, J. Regnier, M. Chabert, and J. Faucher, “Online monitoring of mechanical faults in variable-speed induction motor drives using the Wigner distribution,” IEEE Trans. Ind. Electron., vol. 55, no. 2, pp. 522–533, Feb. 2008.
10. F. Zidani, D. Diallo, M. E. H. Benbouzid, and R. Nait-Said, “A fuzzy-based approach for the diagnosis of fault modes in a voltage-fed PWM inverter induction motor drive,” IEEE Trans. Ind. Electron., vol. 55, no. 2, pp. 586–593, Feb. 2008.
11. W. Zhao, M. Cheng, X. Zhu, W. Hua, and X. Kong, “Analysis of fault-tolerant performance of a doubly salient permanent-magnet motor drive using transient co-simulation method,” IEEE Trans. Ind. Electron., vol. 55, no. 4, pp. 1739–1748, Apr. 2008.
12. N. Bianchi, S. Bolognani, and M. D. Pre, “Impact of stator winding of a five-phase permanent-magnet motor on post-fault operations,” IEEE Trans. Ind. Electron., vol. 55, no. 5, pp. 1978–1987, May 2008.
13. H. Nademi, F. Tahami, and M. Rezaei, “Fault tolerant IPMS motor drive based on adaptive back stepping observer with unknown stator resistance,” in Proc. IEEE Conf. Ind. Electron. Appl., Singapore, Jun. 3–5, 2008, pp. 1785–1790.
14. O. Wallmark, L. Harnefors, and O. Carlson, “Control algorithms for a fault-tolerant PMSM drive,” IEEE Trans. Ind. Electron., vol. 54, no. 4, pp. 1973–1980, Aug. 2007.
15. L. Parsa and H. A. Toliyat, “Fault tolerant interior permanent magnet machines for hybrid electric vehicle applications,” IEEE Trans. Veh. Technol., vol. 56, no. 4, pp. 1546–1552, Jul. 2007.
16. S. Bolognani, M. Zordan, and M. Zigliotto, “Experimental fault-tolerant control of a PMSM drive,” IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 1134–1141, Oct. 2000.
17. D. Sun and J. Meng, “Research on fault tolerant inverter based permanent magnet synchronous motor direct torque control drives,” in Proc. IEEE Int. Conf. Ind. Electron. Appl., Singapore, May 24–26, 2006, pp. 1–5.
18. J. Zhu, N. Ertugrul, and W. L. Soong, “Detection and remediation of switch faults on a fault tolerant permanent magnet motor drive with redundancy,” in Proc. IEEE Conf. Ind. Electron. Appl., Harbin, China, May 23–25, 2007, pp. 96–101.
19. B. A. Welchko, T. M. Jahns, and S. Hiti, “IPM synchronous machine drive response to a single-phase open circuit fault,” IEEE Trans. Power Electron., vol. 17, no. 5, pp. 764–771, Sep. 2002.
20. B. A. Welchko, J. Wai, T. M. Jahns, and T. A. Lipo, “Magnet flux nulling control of interior PM machine drives for improved steady-state response to short circuit faults,” IEEE Trans. Ind. Appl., vol. 42, no. 1, pp. 113–120, Jan./Feb. 2006.
21. M. Rosu, J. Saitz, and A. Arkiko, “Hysteresis model for finite-element analysis of permanent magnet demagnetization in a large synchronous motor under a fault condition,” IEEE Trans. Magn., vol. 41, no. 6, pp. 2118–2123, Jun. 2005.
22. W. Roux, R. G. Harley, and T. G. Habetler, “Detecting rotor faults in permanent magnet synchronous machines,” in Proc. IEEE Diagn. Elect. Mach., Power Electron., Drives Symp., Atlanta, GA, Aug. 24–26, 2003, pp. 198–203.
23. W. G. Zanardelli, E. G. Strangas, and S. Aviyente, “Identification of intermittent electrical and mechanical faults in permanent magnet AC drives based on time-frequency analysis,” IEEE Trans. Ind. Appl., vol. 43, no. 4, pp. 971–980, Jul./Aug. 2007.
24. M. A. S. K. Khan, T. S. Radwan, and M. A. Rahman, “Wavelet packet transform based protection of three-phase IPM motor,” in Proc. IEEE ISIE, Montreal, QC, Canada, Jul. 9–13, 2006, vol. 3, pp. 2122–2127.
25. M. A. S. K. Khan and M. A. Rahman, “Neuro-WPT based diagnosis and protection of three-phase IPM motors,” in Proc. IEEE ICIT, Mumbai, India, Dec. 15–17, 2006, pp. 222–227.
26. L. Liu and D. A. Cartes, “A particle swarm optimization approach for automatic diagnosis of PMSM stator fault,” in Proc. Amer. Control Conf., Minneapolis, MN, Jun. 14–16, 2006, pp. 3026–3031.
27. X.-Q. Liu, H.-Y. Zhang, J. Liu, and J. Yang, “Fault detection and diagnosis of permanent magnet DC motor based on parameter estimation and neural network,” IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 1021–1030, Oct. 2000.
28. M. A. Awadallah, M. M. Morcos, S. Gopalakrishnan, and T. W. Nehl, “A neuro-fuzzy approach to automatic diagnosis and location of stator interturn faults in CSI-fed PM brushless DC motors,” IEEE Trans. Energy Corvers., vol. 20, no. 2, pp. 253–259, Jun. 2005.
29. M. Dai, A. Keyhani, and T. Sebastian, “Fault analysis of a PM brushless DC motor using finite element method,” IEEE Trans. Energy Corvers., vol. 20, no. 1, pp. 1–6, Mar. 2005.
30. L. Wu, Z. Wu, W. Jin, and J. Ying, “A novel magnetization failure detection method for 1-phase BLDC motor based on back-EMF test,” in Proc. IEEE ISIE, Montreal, QC, Canada, Jul. 9–13, 2006, vol. 3, pp. 2200–2204.
31. O. Moseler and R. Isermann, “Application of model-based fault detection to a brushless DC motor,” IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 1015–1020, Oct. 2000.
32. M. A. Rahman, “Permanent magnet synchronous motors—A review of the state of design art,” in Proc. Int. Conf. Elect. Mach., Athens, Greece, Sep. 15–17, 1980, vol. 1, pp. 312–319.
33. M. N. Uddin, T. S. Radwan, and M. A. Rahman, “Fuzzy logic controller based cost effective four-switch three-phase inverter fed IPM synchronous motor system,” IEEE Trans. Ind. Appl., vol. 42, no. 1, pp. 21–30, Jan./Feb. 2006.
34. T. M. Jahns, G. B. Kliman, and T. W. Neumann, “Interior PM synchronous motors for adjustable speed drives,” IEEE Trans. Ind. Appl., vol. IA-22, no. 4, pp. 738–747, Jul./Aug. 1986.
35. M. A. Rahman, “IPM motor drives for traction in hybrid electric vehicles,” in Proc. Australasian Universities Power Eng. Conf., Perth, Australia, Dec. 9–12, 2007. CD-ROM.
36. R. R. Schoen, T. G. Habetler, F. Kamran, and R. G. Bartheld, “Motor bearing damage detection using stator current monitoring,” IEEE Trans. Ind. Appl., vol. 31, no. 6, pp. 1274–1279, Nov./Dec. 1995.
37. G. Stang and T. Nguyen, Wavelets and Wavelet Filter Banks. Cambridge, MA: Wellesley-Cambridge, 1996.
38. E. Y. Hamid and Z. I. Kawasaki, “Wavelet based data compression for power disturbances using minimum description length data,” IEEE Trans. Power Del., vol. 17, no. 2, pp. 460–466, Apr. 2002.
39. M.-Y. Chow, R. N. Sharpe, and J. C. Hung, “On the application and design of artificial neural networks for motor fault detection—Part I,” IEEE Trans. Ind. Electron., vol. 40, no. 2, pp. 181–188, Apr. 1993.
40. H. Haykin, Neural Networks: A Comprehensive Foundation. Piscataway, NJ: IEEE Press, 1994.
41. MathWorks, Matlab: Neural Network Tool Box, The MathWorks Inc., Natick, MA, 2006. Version R2006b.