Rolling element bearing defect detection using the generalized synchrosqueezing transform guided by time-frequency ridge enhancement

ISA Transactions

Volumn 60, Issue , 2016, Pages 274-284

  Li, Chuan ^a,b   Sanchez, Vinicio ^b   Zurita, Grover ^b   Cerrada Lozada, Mariela ^b   Cabrera, Diego ^b  

^a CHONGQING TECHNOLOGY AND BUSINESS UNIVERSITY   (China)

^b UNIVERSIDAD POLITÉCNICA SALESIANA   (Ecuador)

Author keywords

Defect detection; Generalized synchrosqueezing transform; Rolling element bearing; Short time Fourier transform; Time frequency ridge

Indexed keywords

DEFECTS; FOURIER TRANSFORMS;

DEFECT DETECTION; GENERALIZED SYNCHROSQUEEZING TRANSFORMS; ROLLING ELEMENT BEARING; SHORT TIME FOURIER TRANSFORMS; TIME FREQUENCY;

ROLLER BEARINGS;

EID: 84959493847     PISSN: 00190578     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isatra.2015.10.014     Document Type: Article

References (31)

1. L. Saidi, J.B. Ali, and F. Fnaiech Application of higher order spectral features and support vector machines for bearing faults classification ISA Trans 2015 10.1016/j.isatra.2014.08.007
2. S. Yin, S.X. Ding, A.H.A. Sari, and H. Hao Data-driven monitoring for stochastic systems and its application on batch process Int J Syst Sci 44 7 2013 1366 1376
3. W.K. Wong, C.K. Loo, W.S. Lim, and P.N. Tan Thermal condition monitoring system using log-polar mapping, quaternion correlation and max-product fuzzy neural network classification Neurocomputing 74 2010 164 177
4. V. Arumugam, A.A.P. Sidharth, and C. Santulli Failure modes characterization of impacted carbon fibre reinforced plastics laminates under compression loading using acoustic emission J Compos Mater 48 28 2014 3457 3468
5. H. Hao, K. Zhang, S.X. Ding, Z. Chen, and Y. Lei A data-driven multiplicative fault diagnosis approach for automation processes ISA Trans 53 5 2014 1436 1445
6. J. Wang, Q. He, and F. Kong An improved multiscale noise tuning of stochastic resonance for identifying multiple transient faults in rolling element bearings J Sound Vib 333 26 2014 7401 7421
7. P.H. Rodríguez, J.B. Alonso, M.A. Ferrer, and C.M. Travieso Application of the Teager-Kaiser energy operator in bearing fault diagnosis ISA Trans 55 2 2013 278 284
8. M. Unal, M. Onat, M. Demetgul, and H. Kucuk Fault diagnosis of rolling bearings using a genetic algorithm optimized neural network Measurement 58 2014 187 196
9. D. Siegel, H. Al-Atat, V. Shauche, L. Liao, J. Snyder, and J. Lee, J. Novel method for rolling element bearing health assessment-A tachometer-less synchronously averaged envelope feature extraction technique Mech Syst Signal Process 29 1 2012 362 376
10. B. Van Hecke, Y. Qu, D. He, and E. Bechhoefer, E. A new spectral average based bearing fault diagnostic approach J Fail Anal Prev 14 3 2014 354 362
11. B. Van Hecke, D. He, and Y. Qu On the use of spectral averaging of acoustic emission signals for bearing fault diagnostics ASME J Vib Acoust 136 6 2014 1 13
12. M. Zhao, J. Lin, X. Xu, and Y. Lei Tacholess Envelope order analysis and its application to fault detection of rolling element bearings with varying speeds Sensors 13 2013 10856 10875
13. F. Auger, and P. Flandrin Improving the readability of time-frequency and time-scale representations by the reassignment method IEEE Trans Signal Process 43 5 1995 1068 1089
14. A.G. Shaik, and R.R.V. Pulipaka A new wavelet based fault detection, classification and location in transmission lines Int J Electr Power Energy Syst 64 2015 35 40
15. J. Luo, D. Yu, and M. Liang Gear fault detection under time-varying rotating speed via joint application of multiscale chirplet path pursuit and multiscale morphology analysis Struct Health Monit - Int J 11 5 2012 526 537
16. H. Talhaoui, A. Menacer, A. Kessal, and R. Kechida Fast Fourier and discrete wavelet transforms applied to sensorless vector control induction motor for rotor bar faults diagnosis ISA Trans 53 5 2014 1639 1649
17. S.G. Mallat A wavelet tour of signal processing 1998 Academic New York
18. C. Li, M. Liang, and T. Wang Criterion fusion for spectral segmentation and its application to optimal demodulation of bearing vibration signals Mech Syst Signal Process 64-65 2015 132 148
19. I. Daubechies, J.F. Lu, and H.T. Wu Synchrosqueezed wavelet transforms: an empirical mode decomposition-like tool Appl Comput Harmonic Anal 30 2011 243 261
20. G. Thakur, and H.T. Wu Synchrosqueezing-based recovery of instantaneous frequency from nonuniform samples SIAM J Math Anal 43 5 2011 2078 2095
21. I. Daubechies, and S. Maes An onlinear squeezing of the continuous wavelet transform based on auditory nerve models A. Aldroubi, M. Unser, Wavelets in medicine and biology 1996 CRC Press Boca Raton, Florida, USA 527 546
22. S. Wang, X. Chen, G. Cai, B. Chen, X. Li, and Z. He Matching demodulation transform and synchrosqueezing in time-frequency analysis IEEE Trans Signal Process 62 1 2014 69 84
23. C. Li, and M. Liang. A generalized synchrosqueezing transform for enhancing signal time-frequency representation Signal Process 92 9 2012 2264 2274
24. W.D. Cheng, R.X. Gao, J.J. Wang, T.Y. Wang, W.G. Wen, and J.Y. Li Envelope deformation in computed order tracking and error in order analysis Mech Syst Signal Process 48 1 2014 92 102
25. T. Wang, M. Liang, J. Li, and W. Cheng Rolling element bearing fault diagnosis via fault characteristic order (FCO) analysis Mech Syst Signal Process 45 2014 139 153
26. R.B. Randall, and J. Antoni Rolling element bearing diagnostics-a tutorial Mech Syst Signal Process 25 2011 485 520
27. C. Li, and M. Liang Time-frequency signal analysis for gearbox fault diagnosis using a generalized synchrosqueezing transform Mech Syst Signal Process 26 1 2012 205 217
28. D. Wang, W. Guo, and X. Wang A joint sparse wavelet coefficient extraction and adaptive noise reduction method in recovery of weak bearing fault features from a multi-component signal mixture Appl Soft Comput 13 10 2013 4097 4104
29. J. Antoni The spectral kurtosis: a useful tool for characterizing nonstationary signals Mech Syst Signal Process 20 2 2006 282 307
30. C. Li, and M. Liang Extraction of oil debris signature using integral enhanced empirical mode decomposition and correlated reconstruction Measurement Sci Technol 22 8 2011 085701
31. C. Li, M. Liang, Y. Zhang, and S. Hou Multi-scale autocorrelation via morphological wavelet slices for rolling element bearing fault diagnosis Mech Syst Signal Process 31 8 2012 428 446