Approximate entropy analysis of the acoustic emission from defects in rolling element bearings

Journal of Vibration and Acoustics

Volumn 134, Issue 6, 2012, Pages

  He, Yongyong ^a   Zhang, Xinming ^a  

^a TSINGHUA UNIVERSITY   (China)

Author keywords

acoustic emission (AE); approximate entropy; defect detection; rolling element bearing

Indexed keywords

ACOUSTIC EMISSION TESTING; DEFECTS; FEATURE EXTRACTION; ROLLER BEARINGS; SIGNAL DETECTION;

ACOUSTIC EMISSION; ACOUSTIC EMISSION SIGNALS PARAMETERS; ACOUSTIC-EMISSIONS; APPROXIMATE ENTROPY; DEFECT DETECTION; ENTROPY ANALYSIS; FEATURE PARAMETERS; NONLINEAR FEATURES; PARAMETERS OF ACOUSTIC-EMISSION SIGNALS; ROLLING ELEMENT BEARING;

ENTROPY;

EID: 84875010665     PISSN: 10489002     EISSN: 15288927     Source Type: Journal    
DOI: 10.1115/1.4007240     Document Type: Article

References (29)

1. Tandon, N., and Nakra, B. C., 1992, "Vibration and Acoustic Monitoring Technique for the Detection of Defects in Rolling Element Bearings-A Review," Shock Vib., 24, pp. 3-11.
2. Tandon, N., and Choudhury, A., 1999, "A Review of Vibration and Acoustic and Acoustic Measurement Methods for the Detection of Defects in Rolling Element Bearing," Tribol. Int., 32, pp. 469-480. (Pubitemid 30550533)
3. Behzad, M., AlandiHallaj, A., Rohani Bastami, A., Mba, D., Eftekharnejad, B., and Charnley, B., 2009, "Defect Size Estimation in Rolling Element Bearings Using Vibration Time Waveform," Insight, 51(8), pp. 426-430.
4. Tse, P. W., Peng, Y. H., and Yam, R., 2011, "Wavelet Analysis and Envelope Detection For Rolling Element Bearing Fault Diagnosis-Their Effectiveness and Flexibilities," Trans. ASME, J. Vib. Acoust., 123, pp. 303-310.
5. Ono, K., and Okada, Y., 1998, "Analysis of Ball Bearing Vibrations Caused by Outer Race Waviness," Trans. ASME, J. Vib. Acoust., 120, pp. 901-908. (Pubitemid 128652225)
6. He, Y., Zhang, X., and Friswell, M. I., 2009, "Defect Diagnosis for Rolling Element Bearings Using Acoustic Emission," Trans. ASME, J. Vib. Acoust., 131(6), p. 061012.
7. Balerston, H. L., 1996, "The Detection of Incipient Failure in Bearings," Mater. Eval., 27, pp. 121-128.
8. Mba, D., Raj, B. K., and Rao, N., 2006, "Development of Acoustic Emission Technology for Condition Monitoring and Diagnosis of Rotating Machines: Bearings, Pumps, Gearboxes, Engines, and Rotating Structures," Shock Vib. Dig., 38, pp. 3-16.
9. Price, E. D., Lees, A. W., and Friswell, M. I., 2005, "Detection of Severe Sliding and Pitting Fatigue Wear Regimes Through the Use of Broadband Acoustic Emission," J. Eng. Tribol., 219, pp. 85-98. (Pubitemid 40763247)
10. Morhain, A., and Mba, D., 2003, "Bearing Defect Diagnosis and Acoustic Emission," J. Eng. Tribol., 217, pp. 257-272. (Pubitemid 37178192)
11. Elforjani, M., and Mba, D., 2008, "Detecting the Onset, Propagation and Location of Non-Artificial Defects in a Slow Rotating Thrust Bearing With Acoustic Emission," Insight, 50(5), pp. 264-268. (Pubitemid 351766984)
12. Al-Ghamdi, A. M., Cole, P., Such, R., and Mba, D., 2004, "Estimation of Bearing Defect Size With Acoustic Emission," Insight, 46(12), pp. 758-761. (Pubitemid 40009455)
13. Rao, S. V. S., and Subramanyam, B., 2008, "Analysis of Acoustic Emission Signals Using Wavelet Transformation Technique," Def. Sci. J., 58(4), pp. 559-564.
14. Tang, Y-W., Tai, C-C., Su, C-C., Chen, C-Y., and Chen, J-F., 2010, "A Correlated Empirical Mode Decomposition Method for Partial Discharge Signal Denoising," Meas. Sci. Technol., 21, p. 085106.
15. Rosa, J. J. G., Piotrkowski, R., and Ruzzante, J. E., 2007, "Wavelet Power, Entropy and Bispectrum Applied to AE Signals for Damage Identification and Evaluation of Corroded Galvanized Steel," IEEE Trans. Instrum. Meas., 56(6), pp. 2312-2321.
16. He, Y., Yin, X., and Chu, F., 2008, "Modal Analysis of Rubbing Acoustic Emission for Rotor-Bearing System Based on Reassigned Wavelet Scalogram," Trans. ASME, J. Vib. Acoust., 130, p. 061009.
17. Surgeon, M., and Wevers, M., 1999, "Modal Analysis of Acoustic Emission Signals from CFRP Laminates," NDT&E Int., 32, pp. 311-322. (Pubitemid 30547430)
18. Rolo-Naranjo, A., and Montesino-Otero, M. E., 2005, "A Method for the Correlation Dimension Estimation for On-Line Condition Monitoring of Large Rotating Machinery," Mech. Syst. Signal Process., 19(5), pp. 939-954. (Pubitemid 40612479)
19. Castanier, M. P., and Pierre, C., 1997, "Predicting Localization via Lyapunov Exponent Statistics," J. Sound Vib., 203(1), pp. 151-157. (Pubitemid 127402788)
20. Pincus, S. M., 1991, "Approximate Entropy as a Measure of System Complexity," Proc. Natl. Acad. Sci. U.S.A., 88(6), pp. 2297-2301. (Pubitemid 21916403)
21. Smith, L. A., 1998, "Intrinsic Limits on Dimension Calculations," Phys. Lett. A, 133(6), pp. 283-288.
22. Pincus, S. M., 2001, "Assessing Serial Irregularity and its Implications for Health," Ann. N.Y. Acad. Sci., 954, pp. 245-267. (Pubitemid 34048924)
23. Abasolo, D., Hornero, R., Espinob, P., Poza, J., Sanchez, C. I., and Rosa, R. D. L., 2005, "Analysis of Regularity in the EEG Background Activity of Alzheimer's Disease Patients With Approximate Entropy," Clin. Neurophysiol., 116, pp. 1826-1834. (Pubitemid 41040050)
24. Ahmad, S. A., and Chappell, P. H., 2008, "Moving Approximate Entropy Applied to Surface Electromyographic Signals," Biomed. Signal Process. Control, 3, pp. 88-93. (Pubitemid 351211226)
25. Yan, R., and Gao, R. X., 2007, "Approximate Entropy as a Diagnostic Tool for Machine Health Monitoring," Mech. Syst. Signal Process., 21, pp. 824-839. (Pubitemid 44667421)
26. Fu, L., He, Z. Y., Mai, R. K., and Qian, Q. Q., 2008, "Application of Approximate Entropy to Fault Signal Analysis in Electric Power System," Proceedings of the Chinese Society of Electric Engineering, 28(28), pp. 68-73.
27. Xu, Y. G., Li, L. J., and He, Z. J., 2002, "Approximate Entropy and its Applications in Mechanical Fault Diagnosis," Chin. J. Inf. Control, 31(6), pp. 547-551.
28. Lin, L., and Chu, F., 2011, "Approximate Entropy as Acoustic Emission Feature Parametric Data for Crack Detection," Nondestr. Test. Eval., 26(2), pp. 119-128.
29. Mitrakovic, D., Grabec, I., and Sedmak, S., 1985, "Simulation of AE Signals and Signal Analysis Systems," Ultrasonics, 9, pp. 227-232. (Pubitemid 15609713)