Enhanced feature selection from wavelet packet coefficients in fault diagnosis of induction motors with artificial neural networks

2010 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2010 - Proceedings

Volumn , Issue , 2010, Pages 960-963

  Eren, Levent ^a   Cekic, Yalcin ^a   Devaney, Michael J ^b  

^a BAHCESEHIR UNIVERSITY   (Turkey)

^b University of Missouri   (United States)

Author keywords

Enhanced feature detection; Motor current signature analysis; Neural networks; Wavelet packet decomposition

Indexed keywords

ARTIFICIAL NEURAL NETWORK; COMPUTATIONALLY EFFICIENT; FAULT DETECTION RATE; FAULT DIAGNOSIS; FEATURE DETECTION; FEATURE SELECTION; FILTER BANK STRUCTURES; HALF-BAND FILTER; LINE CURRENTS; MOTOR CURRENT SIGNATURE ANALYSIS; MOTOR CURRENTS; POWER SYSTEM HARMONICS; WAVELET PACKET COEFFICIENT; WAVELET PACKET DECOMPOSITION; WAVELET PACKET DECOMPOSITIONS;

FEATURE EXTRACTION; FILTER BANKS; FREQUENCY BANDS; IIR FILTERS; INDUCTION MOTORS; INSTRUMENTS; MEASUREMENT THEORY; NEURAL NETWORKS; VECTOR QUANTIZATION; WAVELET ANALYSIS; WAVELET DECOMPOSITION;

FAULT DETECTION;

EID: 77957835863     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IMTC.2010.5488087     Document Type: Conference Paper

References (31)

1. B. K. N. Rao, Handbook of Condition Monitoring, Elsevier Advanced Technology, Oxford, UK, 1996.
2. W. R. Finley, "An Analytical approach to solving motor vibration problems," IEEE Trans. on Industry Applications, vol. 36, no 5, pp.1467-80, Sep./Oct. 2000.
3. R.A. Collacott, Vibration Monitoring and Diagnosis, New York: Wiley, 1979.
4. G.G. Yen and K.C. Lin, "Wavelet packet feature extraction for vibration monitoring," IEEE Trans. Ind. Electron., vol. 47, no. 3, pp. 650-667, June 2000.
5. J. Liu, W. Wang, F. Golnaraghi, and K. Liu, "Wavelet spectrum analysis for bearing fault diagnostics," Measurement Science and Technology, vol. 19, no. 1, pp. 1-10, 2008.
6. R.R. Schoen, T.G. Habetler, F. Kamran, and R. G. Bartheld, "Motor bearing damage detection using stator current monitoring," IEEE Trans. on Ind. Applications, vol. 31, pp. 1274-1279, Nov./Dec. 1995.
7. R.C. Kryter and H.D. Haynes, "Condition monitoring of machinery using motor current signature analysis," Sound and Vibration, pp. 14-21, Sept. 1989.
8. W. R. Finley, "An Analytical approach to solving motor vibration problems," IEEE Trans. on Industry Applications, vol. 36, no 5, pp.1467-80, Sep./Oct. 2000.
9. 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. 1285-1295, 2006.
10. R.R. Schoen, T.G. Habetler, F. Kamran, and R. G. Bartheld, "Motor bearing damage detection using stator current monitoring," IEEE Trans. on Industry Applications, vol. 31, pp. 1274-1279, Nov./Dec. 1995.
11. 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. on Industry Applications, Vol. 35, no 1, pp. 94-9, Jan/Feb 1999.
12. G.B. Kliman, W.J. Premerlani, B. Yazici, R.A. Koegl, and J. Mazereeuw, "Sensorless online motor diagnostics," IEEE Comput. Appl. Power, vol. 10, no.2, pp. 39-43, 1997.
13. M. E. Benbouzid, "A review of induction motor signature analysis as a medium for faults detection," IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 984-993 Oct. 2000.
14. Z. Ye, B. Wu, and A. R. Sadeghian, "Current signature analysis of induction motor mechanical faults by wavelet packet decomposition," IEEE Trans. Ind. Electron., vol. 50, no. 6, pp. 1217-28, Dec. 2003.
15. T. W. S. Chow, and S. Hai, "Induction machine fault diagnostic analysis with wavelet technique," IEEE Trans. Ind. Electron., vol. 51, no. 3, pp. 558-565, 2004.
16. L. Eren and M.J. Devaney, "Bearing damage detection Via wavelet packet decomposition of the stator current," IEEE Trans. Instrum. Meas., vol. 53, pp. 431- 6, Apr. 2004.
17. M. J. Devaney and L. Eren, "Detecting motor bearing faults," IEEE Instrumentation and Measurement Magazine, pp. 30-35, 50, Dec. 2004.
18. H. Bonnett, and G. C. Soukup, "Cause and analysis of stator and rotor failures in three-phase squirrel cage induction motors," IEEE Trans. Industry Applications, vol. 28, no. 4, pp. 921-937, July-Aug. 1992.
19. H. A. Toliyat, and T. A. Lipo, "Transient analysis of cage induction machine under stator, rotor bar and end ring faults," IEEE Trans Energy Conversion, vol. 10, no. 2, pp. 241-247, June 1995.
20. H. Douglas, P. Pillay, and A. K. Ziarani, "A New algorithm for transient motor current signature analysis using wavelets," IEEE Trans. Industry Applications, vol. 40, no. 5, pp. 1361-1368, 2004.
21. M.S. Ballal, Z.J. Khan, H.M. Suryawanshi, and R.L. Sonolikar, "Adaptive neural fuzzy inference system for the detection of inter-turn insulation and bearing wear faults in induction motor," IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 250-258, 2007.
22. W. W. Tan, and H. Huo, "A Generic neurofuzzy model based approach for detecting faults in induction motors," IEEE Trans. Ind. Electron., vol. 52, no. 5, pp. 1420-1427, 2005.
23. M.-Y Chow, R. N. Sharpe, and J. C. Huang, "On the application and design of artificial neural networks for motor fault detection - I IEEE Trans. Ind. Electron.,vol. 40, no. 2, pp. 181-188, April 1993.
24. B. Li, M. Chow, Y. Tipsuwan, and J. Hung, "Neural-network-based motor rolling bearing fault diagnosis," IEEE Trans. Ind. Electron., vol. 47, no. 5, pp. 1060-1069, Oct. 2000.
25. I.Y. Onel and M.E.H. Benbouzid, "Induction motor bearing failure detection and diagnosis: Park and Concordia transform approaches comparative study," IEEE/ASME Trans. on Mechatronics, vol. 13, no. 2, pp. 257-262, 2008.
26. I.Y. Onel and M.E.H. Benbouzid, "Induction motors bearing failures detection and diagnosis using a RBF ANN Park pattern based method," International Review of Electrical Engineering (IREE), vol. 3 n. 1, pp. 159-165, Feb. 2008.
27. M. V. Wickerhauser, Adapted Wavelet Analysis from Theory to Software, A. K. Limited, Massachusetts, 1994.
28. L. Eren, M. Unal, and M. J. Devaney, "Harmonic analysis Via wavelet packet decomposition using special elliptic half-band filters," IEEE Trans. Instrum. Meas., vol. 56, no 6, pp. 2289-93, Dec. 2007.
29. R. Ansari, "Elliptic design for a class of generalized halfband filters," IEEE Trans. on Acou., Speech, and Sign. Pro., vol. 4, pp. 1146-50, Oct. 1985.
30. L. Xu, "Cancellation of harmonic interference by baseline shifting of wavelet packet decomposition coefficients," IEEE Transactions on Signal Processing, vol. 53, no 1, pp. 222-30, Jan. 2005.
31. L. Eren, "Enhanced feature detection in bearing health diagnosis with spectral post processing," International Review of Electrical Engineering (IREE), vol. 4 no. 2, pp. 260-268, Apr. 2009.