Diagnosis of bearing faults in induction machines by vibration or current signals: A critical comparison

IEEE Transactions on Industry Applications

Volumn 46, Issue 4, 2010, Pages 1350-1359

  Immovilli, Fabio ^a   Bellini, Alberto ^a   Rubini, Riccardo ^a   Tassoni, Carla ^a  

^a UNIVERSITY OF MODENA AND REGGIO EMILIA   (Italy)

Author keywords

Bearings (mechanical); fault diagnosis; induction machines; signal processing

Indexed keywords

AIR-GAPS; BEARING FAULT; BEARING FAULT DETECTION; BEARINGS (MECHANICAL); CURRENT COMPONENT; CURRENT SIGNAL; EXPERIMENTAL VALIDATIONS; FAULT DIAGNOSIS; FAULT MODEL; INCIPIENT FAULTS; INDUCTION MACHINES; RADIAL EFFECTS; RESEARCH ACTIVITIES; SIGNAL PROCESSING TECHNIQUE; THEORETICAL DEVELOPMENT; TORQUE DISTURBANCE; VIBRATION SIGNAL;

BEARINGS (STRUCTURAL); FAILURE ANALYSIS; FAULT DETECTION; SIGNAL PROCESSING; VIBRATION ANALYSIS;

BEARINGS (MACHINE PARTS);

EID: 77954867120     PISSN: 00939994     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIA.2010.2049623     Document Type: Article

References (31)

1. A. Bellini, F. Filippetti, C. Tassoni, and G. A. Capolino, "Advances in diagnostic techniques for induction machines," IEEE Trans. Ind. Electron., vol. 55, no.12, pp. 4109-4126, Dec. 2008.
2. S. Nandi, H. A. Toliyat, and X. Li, "Condition monitoring and fault diagnosis of electrical motors-A review," IEEE Trans. Energy Convers., vol. 20, no.4, pp. 719-729, Dec. 2005. (Pubitemid 41830047)
3. M. El Hachemi 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. O. V. Thorsen and M. Dalva, "A survey of faults on induction motors in offshore oil industry, petrochemical industry, gas terminals, and oil refineries," IEEE Trans. Ind. Appl., vol.31, no.5, pp. 1186-1196, Sep./Oct. 1995.
5. P. O'Donnell, "Report of large motor reliability survey of industrial and commercial installations, part I," IEEE Trans. Ind. Appl., vol.IA-21, no.4, pp. 853-864, Jul. 1985.
6. A. H. Bonnett, "Root cause AC motor failure analysis with a focus on shaft failures," IEEE Trans. Ind. Appl., vol.36, no.5, pp. 1435-1448, Sep./Oct. 2000.
7. R. Rubini and U. Meneghetti, "Application of the envelope and wavelet transform analysis for the diagnosis of incipient faults in ball bearings," Mech. Syst. Signal Process., vol.15, no.2, pp. 287-302, Mar. 2001.
8. J. R. Stack, T. G. Habetler, and R. G. Harley, "Fault-signature modelingand detection of inner-race bearing faults," IEEE Trans. Ind. Appl.,vol. 42, no.1, pp. 61-68, Jan./Feb. 2006.
9. J. R. Stack, T. G. Habetler, and R. G. Harley, "An amplitude modulation detector for fault diagnosis in rolling element bearing," IEEE Trans. Ind. Electron., vol.51, no.5, pp. 1097-1102, Oct. 2004.
10. C. M. Riley, B. K. Lin, T. G. 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.
11. R. R. Schoen, T. G. Habetler, F. Kamran, and R. G. Bartfield, "Motor bearing damage detection using stator current monitoring," IEEE Trans. Ind. Appl., vol.31, no.6, pp. 1274-1279, Nov./Dec. 1995.
12. IEEE Guide for Induction Machinery Maintenance Testing and Failure Analysis, IEEE Std. 1415 - 2006, pp.c1-58, Apr. 30, 2007.
13. C. M. Riley, B. K. Lin, T. G. Habetler, and R. R. Schoen, "A method for sensorless on-line vibration monitoring of induction machines," IEEE Trans. Ind. Appl., vol.34, no.6, pp. 1240-1245, Nov./Dec. 1998.
14. J. R. Stack, T. G. Habetler, and R. G. Harley, "Bearing fault detection via autoregressive stator current modeling," IEEE Trans. Ind. Appl., vol.40, no. 3, pp. 740-747, May/Jun. 2004.
15. M. Blodt, P. Granjon, B. Raison, and G. Rostaing, "Models for bearing damage detection in induction motors using stator current monitoring," in Proc. IEEE Int. Symp. Ind. Electron., May 2004, vol.1, pp. 383-388.
16. O. Duque, M. Perez, and D. Morinigo, "Detection of bearing faults incage induction motors fed by frequency converter using spectral analysis of line current," in Proc. IEEE IEMDC, May 2005, pp. 17-22.
17. J. L. H. Silva and A. J. M. Cardoso, "Bearing failures diagnosis in threephase induction motors by extended Park's vector approach," in Proc.IEEE IECON, Nov. 2005, pp. 2591-2596.
18. L. Sun and B. Xu, "An improvement of stator current based detection of bearing fault in induction motors," in Conf. Rec. IEEE IAS Annu. Meeting, New Orleans, LA, Sep. 2007, pp. 2277-2281.
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.
20. M. Blodt, P. Granjon, B. Raison, and G. Rostaing, "Models for bearing damage detection in induction motors using stator current monitoring," IEEE Trans. Ind. Electron., vol.55, no.4, pp. 1813-1822, Apr. 2008.
21. H. A. Toliyat and T. A. Lipo, "Transient analysis of cage induction machines under stator, rotor bar and end ring faults," IEEE Trans. Energy Convers., vol.10, no.2, pp. 241-247, Jun. 1995.
22. J. F. Watson and D. G. Dorrell, "The use of finite element methods to improve techniques for the early detection of faults in 3-phase induction motors," IEEE Trans. Energy Convers., vol.14, no.3, pp. 655-660,Sep. 1999.
23. G. Houdouin, G. Barakat, B. Dakyo, and E. Destobbeleer, "A winding function theory based global method for the simulation of faulty induction machines," in Proc. IEEE IEMDC, Jun. 2003, vol.1, pp. 297-303.
24. A. Ghoggal, M. Sahraoui, A. Aboubou, S. E. Zouzou, and H. Razik,"An improved model of the induction machine dedicated to faults detection extension of the modified winding function," in Proc. IEEE ICIT, Dec. 2005, pp. 191-196.
25. J. Faiz, B. M. Ebrahimi, B. Akin, and H. A. Toliyat, "Finite-element transient analysis of induction motors under mixed eccentricity fault," IEEE Trans. Magn., vol.44, no.1, pp. 66-74, Jan. 2008.
26. C. M. Riley, B. K. Lin, T. G. Habetler, and G. B. Kliman, "Stator current based sensorless vibration monitoring of induction motors," in Proc. IEEE APEC, Feb. 1997, vol.1, pp. 142-147.
27. G. Salles, F. Filippetti, C. Tassoni, G. Crellet, and G. Franceschini, "Monitoring of induction motor load by neural network techniques," IEEE Trans. Power Electron., vol.15, no.4, pp. 762-768, Jul. 2000.
28. D. G. Dorrell, W. T. Thomson, and S. Roach, "Analysis of airgap flux, current, and vibration signals as a function of the combination of static and dynamic airgap eccentricity in 3-phase induction motors," IEEE Trans.Ind. Appl., vol.33, no.1, pp. 24-34, Jan./Feb. 1997.
29. C. Concari, G. Franceschini, C. Tassoni, and A. Bellini, "Torque and field currents peculiarities under different induction machine troubles," in Proc.IEEE Int. SDEMPED, Sep. 2007, pp. 302-308.
30. H. Smith, E. Wiedenbrug, and M. Lind, "Rotating element bearing diagnostics in a nuclear power plant: Comparing vibration and torque techniques," in Proc. IEEE Int. SDEMPED, Sep. 2007, pp. 17-22.
31. R. B. Randall, J. Antoni, and S. Chobsaard, "A comparison of cyclostationary and envelope analysis in the diagnostics of rolling element bearings," in Proc. IEEE ICASSP, Istanbul, Turkey, Jun. 2000, vol.6, pp. 3882-3885.