Fault degradation assessment of water hydraulic motor by impulse vibration signal with Wavelet Packet Analysis and Kolmogorov-Smirnov Test

Mechanical Systems and Signal Processing

Volumn 22, Issue 7, 2008, Pages 1670-1684

  Chen, H X ^a   Chua, Patrick S K ^a   Lim, G H ^a  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

Fault degradation assessment; Impulse Vibration Signal Analysis; Kolmogorov Smirnov test; Water hydraulic motor; Wavelet Packet Analysis

Indexed keywords

COMPUTER NETWORKS; CONDITION MONITORING; DEGRADATION; ELASTIC MODULI; ELECTRIC FAULT CURRENTS; FAST FOURIER TRANSFORMS; FEATURE EXTRACTION; FISH; FLUID MECHANICS; FOURIER TRANSFORMS; HYDRAULIC MACHINERY; HYDRAULIC MOTORS; HYDRAULICS; LATTICE VIBRATIONS; MACHINE VIBRATIONS; PACKET NETWORKS; PISTONS; QUALITY ASSURANCE; RELIABILITY; RELIABILITY ANALYSIS; SIGNAL ANALYSIS; SIGNAL PROCESSING; SPECTRUM ANALYZERS; SULFATE MINERALS; TESTING; THEOREM PROVING; TURBINES; VIBRATIONS (MECHANICAL); VIBRATORS; WATER ANALYSIS; WAVELET DECOMPOSITION;

(I ,J) CONDITIONS; APPLIED (CO); DEGRADATION ASSESSMENT; ELSEVIER (CO); FAST FOURIER TRANSFORM (FFT); FAULT DIAGNOSIS (FD); FREQUENCY-DOMAIN (FD); IMPULSE ENERGY; KOLMOGOROV-SMIRNOV (KS) TEST; KS TEST; LOW RESOLUTION (LR); MECHANICAL SYSTEM (MS); NEW METHODS; NON STATIONARY; PERFORMANCE OF SYSTEMS; SHORT-TIME FOURIER TRANSFORM (STFT); VIBRATION SIGNAL ANALYSIS; VIBRATION SIGNALS; WAVELET PACKET (WP); WAVELET PACKET ANALYSIS; WAVELET PACKET TRANSFORM (WPT);

MOTORS;

EID: 45849117199     PISSN: 08883270     EISSN: 10961216     Source Type: Journal    
DOI: 10.1016/j.ymssp.2008.01.009     Document Type: Article

References (23)

1. G.W. Krutz, P.S.K. Chua, Water hydraulics-theory and applications 2004, Workshop on Water Hydraulics, Agricultural Equipment Technology Conference (AETC '04), February 8-10, 2004, Louisville, Kentucky, USA.
2. P. Sorensen, News and trends by the industrial application of water hydraulics. The Six Scandinavian International Conference on Fluid Power, 1999, pp. 651-674.
3. Chua P.S.K., and Krutz G.W. Steered and propelled water powered vehicle. International Journal of Vehicle Design 38 2/3 (2005) 179-195
4. K.A. Edge, J. Darling, A theoretical model of axial piston pump flow ripple, in: Proceedings of the First Bath International Fluid Power Workshop, 1988, pp. 113-133.
5. Chen H.X., Chua P.S.K., and Lim G.H. Dynamic vibration analysis of a swash-plate type water hydraulic motor. Mechanism and Machine Theory 41 (2006) 487-504
6. W.J. Crowther, K.A. Edge, C.R. Burrows, R.M. Atkinson, D.J. Woollons, Fault diagnosis of a hydraulic actuator circuit using neural networks-an output vector space classification approach, Proceedings of the I MECH E Part I Journal of Systems & Control Engineering 212 (1998) 57-68.
7. J. Watton, O. Lucca-Negro, J.C. Stewart. On-line approach to fault diagnosis of fluid power cylinder drive systems, Proceedings of the Institution of Mechanical Engineers. Part I, Journal of System & Control Engineering 208(14) (1994) 249-262.
8. Chen H.X., Chua P.S.K., and Lim G.H. Vibration analysis with lifting scheme and generalized cross validation in machinery fault diagnosis. Journal of Sound and Vibration 301 3-5 (2007) 458-480
9. C.J. Stewart, J. Watton, Some aspects of rule-based expert systems design for on-line fault diagnosis of fluid power systems, Design: Analysis, Synthesis, and Application, vol. 4 (8-2), American Society of Mechanical Engineers, Petroleum Division (Publication) PD, 1994, pp. 457-461.
10. Daley S., and Wang H. Fault diagnosis in fluid power systems. Engineering Simulation 13 6 (1996) 993-1008
11. M. Pietola, J.P. Varrio, Usefulness of high-resolution thermography in fault diagnosis of fluid power component and systems, Proceedings of SPIE-The International Society For Optical Engineering 2766 (1996) 101-109.
12. Gao Y., Zhang Q., and Kong X. Wavelet-based pressure analysis for hydraulic pump health diagnosis. Transactions of the ASAE 46 4 (2003) 969-976
13. Chen H.X., Chua P.S.K., and Lim G.H. Adaptive wavelet transform for model of vibration signal and application in fault diagnosis of water hydraulic motor. Mechanical Systems and Signal Processing 20 (2006) 2022-2045
14. Fan X.F., and Zuo M.J. Gearbox fault detection using Hilbert and wavelet packet transform. Mechanical Systems and Signal Processing 20 (2006) 966-982
15. Y. Gao, Q. Zhang, A wavelet packet and residual analysis based method for hydraulic pump health diagnosis, Proceeding of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering 220 (6) (2006) 735-745.
16. Chinmaya K., and Mohanty A.R. Multistage gearbox condition monitoring using motor current signature analysis and Kolmogorov-Smirnov test. Journal of Sound and Vibration 290 (2006) 337-368
17. Zhan Y., Makis V., and Jardine A.K.S. Adaptive state detection of gearboxes under varying load conditions based on parametric modeling. Mechanical Systems and Signal Processing 20 (2006) 188-221
18. Chen H.X., Chua P.S.K., and Lim G.H. Feature extraction optimization and classification by second generation wavelet and support vector machine for fault diagnosis of water hydraulic power system. International Journal of Fluid Power 7 (2006) 39-52
19. Danfoss, Inc., Denmark, 〈http://www.danfoss.com/Nessie/Introduction/index.asp〉.
20. Coifman R.R., Meyer Y., and Wickerhauser M.V. Wavelet analysis and signal processing. In: Ruskai M.B., et al. (Ed). Wavelets and their Applications (1992), Jones and Barlett, Boston 153-178
21. Birgé L., and Massart P. From model selection to adaptive estimation. In: Pollard D. (Ed). Festchrift for L. Le Cam (1997), Springer 55-88
22. Conover W.J. Practical Non-Parameteric Statistics. third ed. (1980), Wiley, New York
23. Lin J., and Zuo M.J. Gearbox fault diagnosis using adaptive wavelet filter. Mechanical Systems and Signal Processing 17 6 (2003) 1259-1269