A simple real-time fault signature monitoring tool for motor-drive-embedded fault diagnosis systems

IEEE Transactions on Industrial Electronics

Volumn 58, Issue 5, 2011, Pages 1990-2001

  Akin, Bilal ^a   Choi, Seungdeog ^b   Orguner, Umut ^c   Toliyat, Hamid A ^b  

^a TEXAS INSTRUMENTS   (United States)

^b Texas AandM University   (United States)

^c LINKÖPING UNIVERSITY   (Sweden)

Author keywords

AC motor drive; broken rotor bar; condition monitoring; eccentricity; fault diagnosis; induction motor; reference frame theory; signal processing

Indexed keywords

AC MOTOR DRIVES; BROKEN ROTOR BAR; ECCENTRICITY; FAULT DIAGNOSIS; REFERENCE FRAME THEORY;

AC GENERATOR MOTORS; AC MOTORS; ALGORITHMS; CONDITION MONITORING; CONVERGENCE OF NUMERICAL METHODS; DIGITAL SIGNAL PROCESSORS; ELECTRIC DRIVES; ELECTRIC FAULT CURRENTS; ELECTRIC MACHINERY; EMBEDDED SYSTEMS; INDUCTION MOTORS; LOW PASS FILTERS; MEASUREMENT ERRORS; REAL TIME SYSTEMS; ROTORS; SIGNAL PROCESSING;

FAULT DETECTION;

EID: 79954497424     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2010.2051936     Document Type: Article

References (32)

1. G. B. Kliman, R. A. Koegl, J. Stein, R. D. Endicott, and M. W. Madden, "Noninvasive detection of broken rotor bars in operating induction motors," IEEE Trans. Energy Convers., vol. 3, no. 4, pp. 873-879, Dec. 1988.
2. R. Schoen, T. Habetler, F. Kamran, and R. Bartfield, "Motor bearing damage detection using stator current monitoring," IEEE Trans. Ind. Appl., vol. 31, no. 6, pp. 1274-1279, Nov./Dec. 1995.
3. M. E. H. Benbouzid, "A review of induction motors signature analysis as a medium for faults detection," IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 984-993, Oct. 2000.
4. S. Nandi, M. Bharadwaj, and H. A. Toliyat, "Performance analysis of a three-phase induction motor under mixed eccentricity condition," IEEE Trans. Energy Convers., vol. 17, no. 3, pp. 392-399, Sep. 2002. (Pubitemid 35151676)
5. D. G. Dorrell, W. T. Thomson, and S. Roach, "Analysis of airgap flux, current, vibration signals as a function of the combination of static and dynamic air gap eccentricity in 3-phase induction motors," IEEE Trans. Ind. Appl., vol. 33, no. 1, pp. 24-34, Jan./Feb. 1997.
6. M. J. Devaney and L. Eren, "Detecting motor bearing faults," IEEE Instrum. Meas. Mag., vol. 7, no. 4, pp. 30-36, Dec. 2004.
7. C. Riley, K. Lin, T. Habetler, and G. B. Kliman, "Stator current harmonics and their causal vibrations: A preliminary investigation of sensorless vibration monitoring applications," IEEE Trans. Ind. Appl., vol. 35, no. 1, pp. 94-99, Jan./Feb. 1999.
8. R. Tallam, T. G. Habetler, and R. G. Harley, "Stator winding turn-fault detection for closed-loop induction motor drives," IEEE Trans. Ind. Appl., vol. 39, no. 3, pp. 720-724, May/Jun. 2003.
9. H. Xianghui, T. G. Habetler, and R. G. Harley, "Detection of rotor eccentricity faults in a closed-loop drive-connected induction motor using an artificial neural network," IEEE Trans. Power Electron., vol. 22, no. 4, pp. 1552-1559, Jul. 2007. (Pubitemid 47098857)
10. A. Bellini, F. Filippetti, G. Franceschini, and C. Tassoni, "Closed-loop control impact on the diagnosis of induction motors faults," IEEE Trans. Ind. Appl., vol. 36, no. 5, pp. 1318-1329, Sep./Oct. 2000.
11. B. Akin, U. Orguner, H. A. Toliyat, and M. Rayner, "Low order PWM inverter harmonics contributions to the inverter-fed induction machine fault diagnosis," IEEE Trans. Ind. Electron., vol. 55, no. 2, pp. 610-619, Feb. 2008. (Pubitemid 351344235)
12. E. Serna and J. M. Pacas, "Detection of rotor faults in field oriented controlled induction machines," in Conf. Rec. IEEE IAS Annu. Meeting, Oct. 2006, vol. 5, pp. 2326-2332. (Pubitemid 47514929)
13. A. Bellini, C. Concari, G. Franceschini, and C. Tassoni, "Different procedures for the diagnosis of rotor fault in closed loop induction motors drives," in Proc. IEMDC, May 2007, vol. 2, pp. 1427-1433. (Pubitemid 47554085)
14. S. M. A. Cruz and A. J. M. Cardoso, "Fault indicators for the diagnosis of rotor faults in FOC induction motor drives," in Proc. IEMDC, May 2007, vol. 2, pp. 1136-1141. (Pubitemid 47554037)
15. R. Wieser, C. Kral, F. Pirker, and M. Schagginger, "On-line rotor cage monitoring of inverter-fed induction machines by means of an improved method," IEEE Trans. Power Electron., vol. 14, no. 5, pp. 858-865, Sep. 1999. (Pubitemid 30503477)
16. S. Rajagopalan, T. G. Habetler, R. G. Harley, J. A. Restrepo, and J. M. Alle, "Non-stationary motor fault detection using recent quadratic time-frequency representations," in Conf. Rec. IEEE IAS Annu. Meeting, Oct. 2006, vol. 5, pp. 2333-2339. (Pubitemid 47514930)
17. B. Akin, U. Orguner, H. A. Toliyat, and M. Rayner, "Phase-sensitive detection of motor fault signatures in the presence of noise," IEEE Trans. Ind. Electron., vol. 55, no. 6, pp. 2539-2550, Jun. 2008.
18. S. M. A. Cruz, H. A. Toliyat, and A. J.M. Cardoso, "DSP implementation of the multiple reference frames theory for the diagnosis of stator faults in a DTC induction motor drive," IEEE Trans. Energy Convers., vol. 20, no. 2, pp. 329-335, Jun. 2005. (Pubitemid 40843732)
19. M. Blodt, D. Bonacci, J. Regnier, M. Chabert, and J. Faucher, "On-line 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. (Pubitemid 351344225)
20. F. Briz, M. W. Degner, A. Zamarron, and J. M. Guerrero, "Online stator winding fault diagnosis in inverter-fed AC machines using high-frequency signal injection," IEEE Trans. Ind. Appl., vol. 39, no. 4, pp. 1109-1117, Jul./Aug. 2003.
21. A. Kadir, T. Alukaidey, O. Al-Ayasrah, and R. Salman, "Embedded control with predictive diagnostics algorithm of the induction machine drive system," in Proc. ACC, Jun. 2006, pp. 1080-1085. (Pubitemid 46530958)
22. H. Nejjari and M. E. H. Benbouzid, "Monitoring and diagnosis of induction motors electrical faults using a current Park's vector pattern learning approach," IEEE Trans. Ind. Appl., vol. 36, no. 3, pp. 730-735, May/Jun. 2000.
23. P. Gilreath and B. N. Singh, "A new centroid based fault detection method for 3-phase inverter-fed induction motors," in Proc. IEEE Power Electron. Spec. Conf., 2005, pp. 2664-2669. (Pubitemid 46379554)
24. X. Tu, L. A. Dessaint, N. Fallati, and B. De Kelper, "Modeling and real-time simulation of internal faults in synchronous generators with parallel-connected windings," IEEE Trans. Ind. Electron., vol. 54, no. 3, pp. 1400-1409, Jun. 2007.
25. S. M. A. Cruz and A. J. M. Cardoso, "Multiple reference frames theory: A new method for the diagnosis of stator faults in three-phase induction motors," IEEE Trans. Energy Convers., vol. 20, no. 3, pp. 611-619, Sep. 2005. (Pubitemid 41269635)
26. B. Akin, B. Ozturk, H. Toliyat, and M. Rayner, "DSP-based sensorless electric motor fault diagnosis tools for electric and hybrid electric vehicle powertrain applications," IEEE Trans. Veh. Technol., vol. 58, no. 5, pp. 2150-2159, Jun. 2009.
27. B. Yazici and G. B. Kliman, "An adaptive statistical time-frequency method for detection of broken bars and bearing faults in motors using stator current," IEEE Trans. Ind. Appl., vol. 35, no. 2, pp. 442-452, Mar./Apr. 1999.
28. H. Ocak, "Fault detection, diagnosis and prognosis of rolling element bearings: Frequency domain methods and hidden Markov modelling," Ph.D. dissertation, School Elect. Eng., Case Western Reserve Univ., Cleveland, OH, 2004.
29. H. Douglas, P. Pillay, and A. K. Ziarani, "Broken rotor bar detection in induction machines with transient operating speeds," IEEE Trans. Energy Convers., vol. 20, no. 1, pp. 135-141, Mar. 2005. (Pubitemid 40377533)
30. P. Krause, O.Wasynczuk, and S. Sudhoff, Analysis of Electric Machinery. Piscataway, NJ: IEEE Press, 1995.
31. C.-M. Ong, Dynamic Simulation of Electric Machinery Using Matlab/ Simulink. Englewood Cliffs, NJ: Prentice-Hall, 1998.
32. A. Lebaroud and G. Clerc, "Classification of induction machine faults by optimal time-frequency representations," IEEE Trans. Ind. Electron., vol. 55, no. 12, pp. 4290-4298, Dec. 2009.