Resonant-frequency band choice for bearing fault diagnosis based on EMD and envelope analysis

Proceedings of the World Congress on Intelligent Control and Automation (WCICA)

Volumn , Issue , 2010, Pages 1289-1294

  Tsao, Wen Chang ^a   Li, Yi Fan ^a   Pan, Min Chun ^a  

^a NATIONAL CENTRAL UNIVERSITY   (Taiwan)

Author keywords

Empirical mode decomposition (EMD); Envelope analysis; Envelope spectrum; Fault diagnosis; Inner race fault; Intrinsic mode function (IMF); Outer race fault; Rolling bearings

Indexed keywords

EMPIRICAL MODE DECOMPOSITION; ENVELOPE ANALYSIS; ENVELOPE SPECTRUM; FAULT DIAGNOSIS; INNER-RACE FAULT; INTRINSIC MODE FUNCTIONS; OUTER-RACE FAULT; ROLLING BEARINGS;

ACOUSTIC SIGNAL PROCESSING; BEARINGS (MACHINE PARTS); BEARINGS (STRUCTURAL); FREQUENCY BANDS; INTELLIGENT CONTROL; NATURAL FREQUENCIES; POWER QUALITY; SIGNAL ANALYSIS; SIGNAL PROCESSING; SPECTROSCOPY; SPECTRUM ANALYSIS;

FAULT DETECTION;

EID: 77958116573     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WCICA.2010.5554905     Document Type: Conference Paper

References (19)

1. M.S. Darlow, R.H. Badgley and G.W. Hogg, "Applications of high frequency resonance techniques for bearing diagnostics in helicopter gearboxes," US Army Air Mobility Research and Development Laboratory Technical Report-74-77, 1974.
2. P.D. McFadden and J.D. Smith, "The vibration monitoring of rolling element bearings by the high-frequency resonance technique - a review," Tribology International, Vol. 17, No. 1, pp. 3-10, 1984.
3. I.M. Howard, "A Review of rolling element bearing vibration "detection, diagnosis and prognosis"," Research report of DSTO Aeronautical and Maritime Research Laboratory, 1994.
4. J. Donelson III and R. L. Dicus, "Bearing Defect Detection Using onboard Accelerometer Measurements," Proceedings of the IEEE/ASME Joint Railroad, pp.95-102, 2002.
5. D. Hochmann and E. Bechhoefer, "Envelope Bearing Analysis: Theory and Practice," Proceedings of Aerospace, pp.1518-1531, 2005.
6. S. S. Chu, "Application of Envelope Analysis for the Faults Diagnosis in Ball Bearings," Master's Dissertation of NCU, 2005.
7. S.A. McInerny and Y. Dai, "Basic Vibration Signal Processing for Bearing Fault Detection," IEEE Transactions on education, Vol. 46, No. 1, pp. 149-156, 2003.
8. P.D. Mcfadden and M.M. Toozhy, "Application of synchronous averaging to vibration monitoring of rolling element bearings," Mechanical System and Signal Processing, Vol. 14, No. 6, pp. 891-906, 2000.
9. N.E Huang, Z. Shen and S.R. Long et al, "The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis," Proceeding of Royal Society London, Series A. Vol. 454, pp. 903-995, 1998.
10. N.E. Huang and S. S. P. Shen, "Hilbert-Huang Transform and its Applications," World Scientific, Singapore, 2005.
11. J.W. Zhang, N.H. Zhu and L. Yang et al, "A Fault Diagnosis Approach for Broken Rotor Bars Based on EMD and Envelope Analysis," Journal of China University of Mining and Technology, Vol. 17, No. 2, pp. 205-209, 2007.
12. Y.P. Zhang and S.F. Ai, "EMD based envelope analysis for bearing faults detection," Intelligent Control and Automation, pp. 4257-4260, 2008.
13. V.K. Rai and A.R. Mohanty, "Bearing fault diagnosis using FFT of intrinsic mode functions in Hilbert-Huang transform," Mechanical Systems and Signal Processing, Vol. 21, No. 6, pp.2607-2615, 2007.
14. Q.H. Du and S.N. Yang, "Application of the EMD method in the vibration analysis of ball bearings," Mechanical Systems and Signal Processing, Vol. 21, No. 6, pp.2634-2644, 2007.
15. J.S. Cheng, D.J. Yu and Y. Yang, "The application of energy operator demodulation approach based on EMD in machinery fault diagnosis," Mechanical Systems and Signal Processing, Vol. 21, No. 2, pp.668-677, 2007.
16. Y. Yang, D.J. Yu and J.S. Cheng, "A fault diagnosis approach for roller bearing based on IMF envelope spectrum and SVM," Measurement, Vol. 9, No. 40, pp.943-950, 2007.
17. H. Li and H.Q. Zheng, "Bearing Fault Detection Using Envelope Spectrum Based on EMD and TKEO," The Fifth International Conference on Fuzzy Systems and Knowledge Discovery, Vol. 3, pp.142-146, 2008.
18. L. Cohen, "Time-Frequency Analysis," Prentice-Hall, New York, 1995.
19. Y.Y Lin, "Digital Communication: Modulation and Demodulation," WuNan Publisher, Taiwan, 2005.