Mechanical fault diagnostics for induction motor with variable speed drives using Adaptive Neuro-fuzzy Inference System

Electric Power Systems Research

Volumn 76, Issue 9-10, 2006, Pages 742-752

  Ye, Z ^a   Sadeghian, A ^b   Wu, B ^b  

^a QUEEN S UNIVERSITY   (Canada)

^b RYERSON UNIVERSITY   (Canada)

Author keywords

Adjustable speed drives; Air gap eccentricity; Fault diagnostics; Induction motors; Neural network; Neuro fuzzy inference; Rotor bar breakage

Indexed keywords

ADAPTIVE ALGORITHMS; COMPUTER AIDED DIAGNOSIS; ELECTRIC FAULT LOCATION; INFERENCE ENGINES; NEURAL NETWORKS; ONLINE SYSTEMS; VARIABLE SPEED DRIVES;

ADJUSTABLE SPEED DRIVES; AIR GAP ECCENTRICITY; FAULT DIAGNOSTICS; NEURO-FUZZY INFERENCE; ROTOR BAR BREAKAGE;

INDUCTION MOTORS;

EID: 33646347649     PISSN: 03787796     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.epsr.2005.10.011     Document Type: Article

References (20)

1. Breen T., Kliman G., and Patel S. New developments in non-invasive online motor diagnosis. IEEE Annual Petroleum and Chemical Industry Conference (1996) 231-236
2. Benbouzid M.E. A review of induction motor signature analysis as a medium for faults detection. IEEE IECON (1998) 1950-1955
3. Bonnett A.H., et al. Cause and analysis of stator and rotor failures in three-phase squirrel cage induction motors. IEEE Trans. Ind. Appl. 28 July (4) (1992) 921-937
4. Bonnett H., and Soukup G.C. Rotor failures in squirrel cage induction motors. IEEE Trans. Ind. Appl. 22 6 (1986) 1165-1173
5. Chow M., Sharpe R., and Huang J. On the application and design of artificial neural network for motor fault detection. IEEE Trans. Ind. Electron. 40 April (2) (1993) 181-188
6. Filippetti F., Franceschini G., and Tassoni C. Neural network aided online diagnostics of induction motor rotor faults. IEEE Trans. Ind. Appl. 31 4 (1995) 892-899
7. Ye Z., Wu B., and Sadeghian A. Current signature analysis of induction motor mechanical faults by wavelet packet decomposition. IEEE Trans. Ind. Electron. 50 6 (2003) 1217-1228
8. Wang W.J., and McFadden P.D. Application of wavelets to gearbox vibration signals for fault detection. J. Sound Vibration 192 May (5) (1996) 927-939
9. Chow T.W.S., and Hai S. Induction machine fault diagnostic analysis with wavelet analysis. IEEE Trans. Ind. Electron. 51 June (3) (2004) 558-565
10. Mallat S. A Wavelet Tour of Signal Processing (1998), Academic Press, San Diego
11. Kim K., and Parlos A.G. Induction motor fault diagnosis based on neuropredictors and wavelet signal processing. IEEE/ASME Trans. Mechatronics 7 (June 2002) 201-219
12. Borras D., Castilla M., and Montano J.C. Wavelet and neural structure: a new tool for diagnostic of power system disturbances. IEEE Trans. Ind. Appl. 37 January/February (1) (2001) 184-190
13. Siddique A., Yadava G.S., and Singh B. A review of stator fault monitoring techniques of induction motors. IEEE Trans. Energy Conversion 20 March (1) (2005) 106-114
14. Gupta M.M., and Rao D.H. Neuro-Control Systems: Theory and Applications (1994), IEEE press, Piscataway, NJ
15. Filippetti F., Franceschini G., Tassoni C., and Vas P. Recent developments of induction motor drives fault diagnosis using AI techniques. IEEE Trans. Ind. Electron. 47 October (5) (2000) 994-1003
16. Ye Z., Wu B., and Sadeghian A. Electrical machine fault detection using adaptive neuro-fuzzy inference. Proceedings of the Joint 9th IFSA World Congress and 20th NAFIPS International Conference (2001) 390-394
17. Yen J., Langari R., and Zadeh L.A. Industrial Applications of Fuzzy Logic and Intelligent Systems (1995), IEEE Press, New York, NY
18. Jang J.-S.R. ANFIS: adaptive-network-based fuzzy inference system. IEEE Trans. Syst., Man Cyber. 23 May/June (3) (1993) 665-685
19. Masouka R., Watanabe N., and Kawamura A. Neurofuzzy system-fuzzy inference using a structured neural network. Proceedings of International Conference of Fuzzy Logic and Neural Networks. Yokohama, Japan (1990) 173-177
20. Takagi T., and Sugeno M. Fuzzy identification of systems and its application to modeling and control. IEEE Trans. Syst., Man Cyber. 15 (1985) 116-132