Envelope extraction based dimension reduction for independent component analysis in fault diagnosis of rolling element bearing

Journal of Sound and Vibration

Volumn 333, Issue , 2014, Pages 2983-2994

  Guo, Yu ^a   Na, Jing ^a   Li, Bin ^a   Fung, Rong Fong ^b  

^a KUNMING UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b NATIONAL KAOHSIUNG UNIVERSITY OF APPLIED SCIENCES   (Taiwan)

Author keywords

[No Author keywords available]

Indexed keywords

EXTRACTION; FAILURE ANALYSIS; INDEPENDENT COMPONENT ANALYSIS; ROLLER BEARINGS;

DIMENSION REDUCTION; ENVELOPE EXTRACTION; EXPERIMENTAL TEST; IMPULSIVE COMPONENTS; INDEPENDENT COMPONENT ANALYSES (ICA); ROBUST FEATURE EXTRACTIONS; ROLLING ELEMENT BEARING; VIBRATION SOURCES;

FAULT DETECTION;

EID: 84904118876     PISSN: 0022460X     EISSN: 10958568     Source Type: Journal    
DOI: 10.1016/j.jsv.2014.02.038     Document Type: Article

References (22)

1. P.D. McFadden, and J.D. Smith Vibration monitoring of rolling element bearings by the high-frequency resonance technique - a review Tribology International 17 1 1984 3 10
2. A.Y. Azovtsev, A.V. Barkov, D.L. Carter, Improving the accuracy of rolling element bearing condition assessment, Proceedings of the 20th Annual Meeting of the Vibration Institute, Saint Louis, June 1996, pp. 27-30.
3. A. Hyvärinen, and E. Oja Independent component analysis algorithms and applications Neural Networks 13 2000 411 430
4. T. Honkela, A. Hyvärinen, Linguistic feature extraction using independent component analysis, Proceedings of IEEE International Joint Conference on Neural Networks, vol. 1, Budapest, July 2004, pp. 279-284.
5. J. Kim, J. Choi, J. Yi, and M. Turk Effective representation using ICA for face recognition robust to local distortion and partial occlusion IEEE Transactions on Pattern Analysis and Machine Intelligence 27 12 2005 1977 1981
6. M.J. Roan, J.G. Erling, and L.H. Sibul A new, non-linear, adaptive, blind source separation approach to gear tooth failure detection and analysis Mechanical Systems and Signal Processing 16 5 2002 719 740
7. Y. Guo, and K.K. Tan Order-crossing removal in Gabor order tracking by independent component analysis Journal of Sound and Vibration 325 1-2 2009 471 488
8. J. Antoni Blind separation of vibration components principles and demonstrations Mechanical Systems and Signal Processing 19 6 2005 1166 1180
9. I.K. Fodor, A Survey of Dimension Reduction Techniques, Lawrence Livermore National Laboratory Technical Report, UCRL-ID-148494, University of California, 2002.
10. N.C. Komgom, N. Mureithi, L. Aouni, T. Marc, On the use of time synchronous averaging, independent component analysis and support vector machines for bearing fault diagnosis, Proceedings of the 1st International Conference on Industrial Risk Engineering, Montreal, December 2007, pp. 610-624.
11. Z. Wang, J. Chen, G. Dong, and Y. Zhou Constrained independent component analysis and its application to machine fault diagnosis Mechanical Systems and Signal Processing 25 7 2011 2501 2512
12. Y. Guo, T.W. Liu, J. Na, and R.F. Fung Envelope order tracking for fault detection in rolling element bearings Journal of Sound and Vibration 331 25 2012 5644 5654
13. D. Ho, and R.B. Randall Optimisation of bearing diagnostic techniques using simulated and actual bearing fault signals Mechanical Systems and Signal Processing 14 5 2000 763 788
14. N.G. Nikolaou, and I.A. Antoniadis Demodulation of vibration signals generated by defects in rolling element bearings using complex shifted Morlet wavelets Mechanical Systems and Signal Processing 16 4 2002 677 694
15. J. Antoni Fast computation of the kurtogram for the detection of transient faults Mechanical Systems and Signal Processing 21 1 2007 108 124
16. R.F. Dwyer, Detection of non-Gaussian signals by frequency domain kurtosis estimation, Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, Boston, April 1983, pp. 607-610.
17. J. Antoni, and R.B. Randall The spectral kurtosis application to the vibratory surveillance and diagnostics of rotating machines Mechanical Systems and Signal Processing 20 2 2006 308 331
18. T.W. Lee, M.S. Lewicki, M. Girolami, and T.J. Sejnowski Blind source separation of more sources than mixtures using overcomplete representations IEEE Signal Processing Letters 6 4 1999 87 90
19. P. Bofill, and M. Zibulevsky Underdetermined blind source separation using sparse representations Signal Processing 81 11 2001 2353 2362
20. J. Iriarte, E. Urrestarazu, M. Valencia, M. Alegre, and A. Malanda et al. Independent component analysis as a tool to eliminate artifacts in EEG a quantitative study Journal of Clinical Neurophysiology 20 4 2003 249 257
21. A. Hyvärinen, J. Karhunen, and E. Oja Independent Component Analysis 2001 A Wiley-Interscience Publication New York
22. B.R. Randall, and J. Antoni Rolling element bearing diagnostics - a tutorial Mechanical Systems and Signal Processing 25 2 2011 485 520