A hybrid approach to bearing defect diagnosis in rotary machines

CIRP Journal of Manufacturing Science and Technology

Volumn 5, Issue 4, 2012, Pages 357-365

  Wang, Jinjiang ^a   Gao, Robert X ^a   Yan, Ruqiang ^b  

^a UNIVERSITY OF CONNECTICUT   (United States)

^b SOUTHEAST UNIVERSITY   (China)

Author keywords

Computed order tracking; Defect diagnosis; Scale selection; Wavelet transform

Indexed keywords

BEARING DEFECT; COMPUTED ORDER TRACKING; DEFECT DIAGNOSIS; EXPERIMENTAL STUDIES; HOLISTIC APPROACH; HYBRID APPROACH; NON-STATIONARY CONDITION; OPTIMAL DECOMPOSITION; RELATIVE ENERGIES; RENYI ENTROPY; ROTARY MACHINE; SCALE SELECTION; SPEED VARIATIONS; VIBRATION SIGNAL ANALYSIS;

OPTIMIZATION; ROTATING MACHINERY; SPECTRUM ANALYSIS; WAVELET ANALYSIS; WAVELET TRANSFORMS;

DEFECTS;

EID: 84869237083     PISSN: 17555817     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cirpj.2012.09.009     Document Type: Article

References (44)

1. Byrne G., Dornfeld D., Inasaki I., Ketteler G., Konig W., Teti R. Tool condition monitoring (TCM)-the status of research and industrial application. CIRP Annals-Manufacturing Technology 1995, 44(2):541-567.
2. Teti R., Jemielniak K., O'Donnell G., Dornfeld D. Advanced monitoring of machining operations. CIRP Annals-Manufacturing Technology 2010, 59:717-739.
3. Wiendahl H.P., Elmaraghy H.A., Nyhuis P., Zäh M.F., Wiendahl H.H., Duffie N., Brieke M. Changeable manufacturing-classification, design, and operation. CIRP Annals-Manufacturing Technology 2007, 56(2):783-839.
4. Zhou Z.D., Chen Y.P., Fuh J.Y.H., Nee A.Y.C. Integrated condition monitoring and fault diagnosis for modern manufacturing systems. CIRP Annals-Manufacturing Technology 2000, 49(1):387-390.
5. Spiewak S. A predictive monitoring and diagnosis system for manufacturing. CIRP Annals-Manufacturing Technology 1991, 40(1):400-403.
6. Dumur D., Pujadas E., Aouchiche K., Marty A. Design of a virtual environment as a tool for diagnosis and monitoring. CIRP Journal of Manufacturing Science and Technology 2008, 1:108-113.
7. Jemielniak K., Arrazola P.J. Application of AE and cutting force signals in tool condition monitoring in micro-milling. CIRP Journal of Manufacturing Science and Technology 2008, 1:97-102.
8. Leone C., Addona D., Teti R. Tool wear modelling through regression analysis and intelligent methods for nickel base alloy machining. CIRP Journal of Manufacturing Science and Technology 2011, 4:327-331.
9. D'Addona D., Segreto T., Simeone A., Teti R. ANN tool wear modelling in the machining of nickel superalloy industrial products. CIRP Journal of Manufacturing Science and Technology 2011, 4:33-37.
10. Meselhy K.T., ElMaraghy W.H., ElMaraghy H.A. A periodicity metric for assessing maintenance strategies. CIRP Journal of Manufacturing Science and Technology 2010, 3:135-141.
11. Schweitzer E., Aurich J.C. Continuous improvement of industrial product-service systems. CIRP Journal of Manufacturing Science and Technology 2010, 3:158-164.
12. Munzinger C., Fleischer J., Broos A., Hennrich H., Wieser J., Ochs A., Schopp M. Development and implementation of smart maintenance activities for machine tools. CIRP Journal of Manufacturing Science and Technology 2009, 1:237-246.
13. Datta P.P., Roy R. Cost modelling techniques for availability type service support contracts: a literature review and empirical study. CIRP Journal of Manufacturing Science and Technology 2010, 3:142-157.
14. Motor Reliability Working Group Report of large motor reliability survey of industrial commercial installations. Part I. IEEE Transactions on Industrial Applications 1985, 1:853-872.
15. Musial W., Butterfield B., McNiff B. Improving wind turbine gearbox reliability. Proceedings of the 2007 EWEC Conference 2007, 1-10.
16. Tlusty J., Hernandez I., Smith S., Zamudio C. High speed high power spindles with roller bearings. CIRP Annals-Manufacturing Technology 1987, 36(1):267-272.
17. Weck M., Koch A. Spindle bearing systems for high-speed applications in machine tools. CIRP Annals-Manufacturing Technology 1993, 42(1):445-448.
18. Shiroishi J., Li Y., Liang S., Kurfess T., Danyluk S. Bearing condition diagnostics via vibration and acoustic emission measurements. Mechanical Systems and Signal Processing 1997, 11(5):693-705.
19. Hoshi T. Damage monitoring of ball bearing. CIRP Annals-Manufacturing Technology 2006, 55(1):427-430.
20. McFadden P.D., Smith J.D. Vibration monitoring of rolling element bearings by the high-frequency resonance technique-a review. Tribology International 1984, 17(1):3-10.
21. Ho D., Randall R.B. Optimisation of bearing diagnostic techniques using simulated and actual bearing fault signals. Mechanical Systems and Signal Processing 2000, 14(5):763-788.
22. Sheen Y.T. On the study of applying Morlet wavelet to the Hilbert transform for the envelope detection of bearing vibrations. Mechanical Systems and Signal Processing 2009, 23:1518-1527.
23. Yan R., Gao R. Multi-scale enveloping spectrogram for vibration analysis in bearing defect diagnosis. Tribology International 2009, 42(2):293-302.
24. Antoni J. The spectral kurtosis: a useful tool for characterizing non-stationary signals. Mechanical System and Signal Processing 2006, 20(2):282-307.
25. Al-Regib E., Ni J., Lee S.H. Programming spindle speed variation for machine tool chatter suppression. International Journal of Machine Tools & Manufacture 2003, 43:1229-1240.
26. Tadina M., Boltezar M. Improved model of a ball bearing for the simulation of vibration signals due to faults during run-up. Journal of Sound of Vibration 2011, 330(17):4287-4301.
27. Kim B.S., Lee S.H., Lee M.G., Ni J., Song J.Y., Lee C.W. A comparative study on damage detection in speed-up and coast-down process of grinding spindle-type rotor-bearing system. Journal of Materials Processing Technology 2007, 187-188(12):30-36.
28. Potter R. A new order tracking method for rotating machinery. Sound and Vibration 1990, 24:30-34.
29. Luo H.G., Qiu H., Ghanime G., Hirz M., Van de Merwe G. Synthesized synchronous sampling technique for differential bearing damage detection. ASME Journal of Engineering for Gas Turbines and Power 2010, 132(7):072501. (8).
30. Mallat S.G. A Wavelet Tour of Signal Processing 1999, Academic Press, San Diego, California. 2nd ed.
31. Peng Z.K., Chu F.L. Application of the wavelet transform in machine condition monitoring and fault diagnostics: a review with bibliography. Mechanical Systems and Signal Processing 2004, 18(2):199-221.
32. Yen G.G., Lin K.C. Wavelet packet feature extraction for vibration monitoring. IEEE Transactions on Industrial Electronics 2000, 47(3):650-667.
33. Yan R., Gao R. An efficient approach to machine health diagnosis based on harmonic wavelet packet transform. Robotics and Computer Integrated Manufacturing 2005, 21(4-5):291-301.
34. Fyfe K.R., Munck E.D.S. Analysis of computed order tracking. Mechanical Systems and Signal Processing 1997, 11(2):187-205.
35. Bossley K.M., Mckendrick R.J., Harris C.J., Mercer C. Hybrid computed order tracking. Mechanical Systems and Signal Processing 1999, 13(4):627-641.
36. Saavedra P.N., Rodriguez C.G. Accurate assessment of computed order tracking. Shock and Vibration 2006, 13(1):13-32.
37. Shannon C.E. A mathematical theory of communication. Bell System Technical Journal 1948, 27:623-656. 379-423&.
38. Renyi A. On measures of information and entropy, 1961. Proceedings of the 4th Berkeley Symposium on Mathematics, Statistics, and Probability 1960, 547-561.
39. Xu D., Erdogmuns D. Renyi's entropy divergence and their nonparametric estimators. Information Theoretic Learning: Renyi's Entropy and Kernel Perspectives (Informational Science and Statistics) 2010, 47-102. Springer, New York. J.C. Principe (Ed.).
40. Rosso O.A., Mairal M.L. Characterization of time dynamical evolution of electroencephalographic records. Physica A 2002, 312:469-504.
41. Wang J., Gao R.X., Yan R. A hybrid approach to defect diagnosis in rotary machines. Proceedings of the 44th CIRP Conference on Manufacturing Systems 2011, 1-6.
42. Yan R., Gao R.X. Energy-based feature extraction for defect diagnosis in rotary machines. IEEE Transactions on Intrumentation and Measurement 2009, 58(9):3130-3139.
43. Shi D.F., Wang W.J., Qu L.S. Defect detection for bearings using envelope spectra of wavelet transform. Journal of Vibration and Acoustics 2004, 126:567-573.
44. Sheen Y.T. A complex filter for vibration signal demodulation in bearing defect diagnosis. Journal of Sound and Vibration 2004, 276(1-2):105-119.