Multistage gearbox condition monitoring using motor current signature analysis and Kolmogorov-Smirnov test

Journal of Sound and Vibration

Volumn 290, Issue 1-2, 2006, Pages 337-368

  Kar, Chinmaya ^a   Mohanty, A R ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY   (India)

Author keywords

[No Author keywords available]

Indexed keywords

CONDITION MONITORING; ERROR DETECTION; POWER TRANSMISSION; PROBABILITY DISTRIBUTIONS; VIBRATION CONTROL;

ANALYSIS TECHNIQUES; EMPIRICAL CUMULATIVE DISTRIBUTION FUNCTIONS (ECDF); KOLMOGOROV-SMIRNOV TEST; MOTOR CURRENT SIGNATURE ANALYSIS (MCSA);

GEARS;

EID: 29144480902     PISSN: 0022460X     EISSN: 10958568     Source Type: Journal    
DOI: 10.1016/j.jsv.2005.04.020     Document Type: Article

References (27)

1. M.E.H. Benbouzid A review of induction motor signature analysis as a medium for faults detection IEEE Transactions on Industrial Electronics 47 5 2000 984 993
2. S. Nandi, and H.A. Toliyat Condition monitoring and fault diagnosis of electrical machines - a review, IEEE 34th IAS annual meeting Industry Application Conference 1 1999 197 204
3. C. Kar, A.R. Mohanty, Monitoring gear vibrations through motor current signature analysis and wavelet transform, Mechanical Systems and Signal Processing (2004) in press, doi:10.1016/j.ymssp.2004.07.006.
4. A.R. Mohanty, C. Kar, Gearbox health monitoring through three phase motor current signature analysis, in: Proceedings of Fourth International Workshop on Structural Health Monitoring, Stanford University, USA, 2003, pp. 1366-1373.
5. R.B. Randal, and J. Hee Cepstrum analysis Bruel and Kjaer Technical Review 3 1981
6. N. Bayder, and A. Ball A comparative study of acoustic and vibration signals in detection of gear failures using Weigner-Ville distribution Mechanical Systems and Signal Processing 15 6 2001 1091 1107
7. W.J. Wang, and P.D. McFadden Application of wavelets to gearbox vibration signals for fault detection Journal of Sound and Vibration 192 5 1996 927 939
8. D.C.D. Oguamanam, H.R. Martin, and J.P. Huissoon On the application of the beta distribution to gear damage analysis Applied Acoustics 45 1995 247 261
9. J.D. Jiang, J. Chen, and L.S. Qu The application of correlation dimension in gearbox condition monitoring Journal of Sound and Vibration 223 4 1999 529 541
10. F.A. Andrede, I. Isat, and M.N.M. Badi A new approach to time-domain vibration condition monitoring: gear tooth fatigue crack detection and identification by the Kolmogorov-Smirnov test Journal of Sound and Vibration 240 5 2001 909 919
11. F.A. Andrede, I. Isat, and M.N.M. Badi Gear condition monitoring by a new application of the Kolmogorov-Smirnov test Proceeding of the Institute of Mechanical Engineers-Part C 215 2002 793 800
12. C. Kar, and A.R. Mohanty Application of K S test in ball bearing fault diagnosis Journal of Sound & Vibration 269 1-2 2004 439 454
13. L.D. Hall, and D. Mba Acoustic emissions diagnosis of rotor-stator rubs using the KS statistic Mechanical Systems and Signal Processing 18 2004 849 868
14. W.J. Staszewski, and G.R. Tomilson Application of wavelet transform to fault detection in spur gear Mechanical Systems and Signal Processing 8 3 1994 289 307
15. C. Kar, A.R. Mohanty, Time-varying parameters in vibration excitation of helical gears, in: Proceedings of Third International Conference on Theoretical, Applied, Computational and Experimental Mechanics, IIT, Kharagpur, 2004, pp. 1-14.
16. F.K. Choy, and D.H. Mugler Damage identification of a gear transmission using vibration signatures ASME Journal of Mechanical Design 125 2003 394 403
17. L. Ran, R. Yacamini, and K.S. Smith Torsional vibrations in electrical induction motor drives during start-up Journal of Vibration and Acoustics, Transaction of ASME 118 1996 241 251
18. L. Eren, and M.J. Devany Motor bearing damage detection via wavelet analysis of the starting current transients IEEE Instruments and Measurement Technology Conference 2001 1797 1800
19. R.R. Schoen, and T.G. Habetler Effects of time-varying loads on rotor fault detection in induction machines IEEE Transaction on Industry Application 31 4 1995 900 906
20. R. Yacamini, K.S. Smith, and L. Ran Monitoring torsional vibrations of electro-mechanical systems using stator currents Journal of Vibration and Acoustics, Transaction of ASME 120 1998 72 79
21. M.H. Zhang, and Q.S. Cheng Determine the number of components in a mixture model by the extended KS test Pattern Recognition Letter 25 2004 211 216
22. S. Ferryanto A Kolmogorov-Smirnov type statistic for detecting structural changes of textures Pattern Recognition Letter 16 1995 247 256
23. W.J. Conover Practical Non-parametric Statistics 1999 Wiley New York pp. 428-465
24. R.N. Greenwell, and S.J. Finch Randomized rejection procedure for the two-sample Kolmogorov-Smirnov statistic Computational Statistics & Data Analysis 46 2 2004 257 267
25. G. Kozmann, L.S. Green, and R.L. Lux Nonparametric identification of discriminative information in body surface maps IEEE Transactions on Bio-medical Engineering 38 11 1991 1061 1068
26. A.M. Albano, and P.E. Rapp Kolmogorov-Smirnov test distinguishes attractors of similar dimension Physical Review E 52 1 1995 196 206
27. D. Zwillinger, and S. Kokoska CRC Standard Probability and Statistics Tables and Formulae 2000 Chapman & Hall/CRC London pp. 346-350