Vibration-based approach to lifetime prediction of electric motors for reuse

International Journal of Sustainable Manufacturing

Volumn 2, Issue 1, 2010, Pages 2-29

  Vass, Jiří ^a   Randall, Robert B ^b   Kara, Sami ^b   Kaebernick, Hartmut ^b  

^a CZECH TECHNICAL UNIVERSITY IN PRAGUE   (Czech Republic)

^b UNIVERSITY OF NEW SOUTH WALES   (Australia)

Author keywords

Cepstrum analysis; Condition monitoring; Constant percentage bandwidth; Electric motor; Envelope cepstrum; Lifetime prediction; Product take back; Prognostics; Remaining useful life; Reuse; Sustainable manufacturing; Vibration analysis; Washing machine

Indexed keywords

BANDWIDTH; CONDITION MONITORING; ELECTRIC MOTORS; FORECASTING; MAGNETIC DEVICES; TRACTION MOTORS; WASHERS; WASHING; WASHING MACHINES;

CEPSTRUM; CEPSTRUM ANALYSIS; CONSTANT PERCENTAGE BANDWIDTHS; LIFETIME PREDICTION; PRODUCT TAKE-BACK; PROGNOSTICS; REMAINING USEFUL LIVES; REUSE; SUSTAINABLE MANUFACTURING;

VIBRATION ANALYSIS;

EID: 84858851311     PISSN: 17427223     EISSN: 17427231     Source Type: Journal    
DOI: 10.1504/IJSM.2010.031618     Document Type: Article

References (29)

1. Anityasari, M. and Kaebernick, H. (2008) 'A generic methodology to assess quality and reliability in the reuse strategy', Proceedings of the 15th CIRP International Conference on Life Cycle Engineering, Sydney, Australia, pp. 173-178.
2. Antoni, J. and Randall, R.B. (2006) 'The spectral kurtosis: application to the vibratory surveillance and diagnostics of rotating machines', Mechanical Systems and Signal Processing, Vol. 20, No. 2, pp. 308-331. (Pubitemid 41606171)
3. Cristalli, C., Paone, N. and Rodriguez, R.M. (2006) 'Mechanical fault detection of electric motors by laser vibrometer and accelerometer measurements', Mechanical Systems and Signal Processing, Vol. 20, No. 6, pp. 1350-1361.
4. Ho, D. and Randall, R.B. (2000) 'Optimisation of bearing diagnostic techniques using simulated and actual bearing fault signals', Mechanical Systems and Signal Processing, Vol. 14, No. 5, pp. 763-788.
5. Ho, S.L. and Lau, K.M. (1995) 'Detection of faults in induction motors using artificial neural networks', Proceedings of the 7th IEE International Conference on Electrical Machines and Drives, Durham, UK, pp. 176-181.
6. International Standard IEC 1260:1995-07 (1995) Electroacoustics - Octave-band and Fractional-octave-band Filters', International Electrotechnical Commission, Geneva, Switzerland.
7. Jardine, A.K.S., Lin, D. and Banjevic, D. (2006) 'A review on machinery diagnostics and prognostics implementing condition-basedmaintenance', Mechanical Systems and Signal Processing, Vol. 20, pp. 1483-1510.
8. Kara, S., Mazhar, M.I. and Kaebernick, H. (2004) 'Lifetime prediction of components for reuse: an overview', International Journal of Environmental Technology and Management, Vol. 4, No. 4, pp. 323-348. (Pubitemid 40071925)
9. Kara, S., Mazhar, M.I., Kaebernick, H. and Ahmed, A. (2005) 'Determining the reuse potential of used components based on life cycle data', CIRP Annals, Vol. 54, No. 1, pp. 1-4. (Pubitemid 40948396)
10. Kara, S., Pornprasitpol, P. and Kaebernick, H. (2006) 'Selective disassembly sequencing: a methodology for the disassembly of end-of-life products', CIRP Annals - Manufacturing Technology, Vol. 55, No. 1, pp. 37-40. (Pubitemid 44578357)
11. Mazhar, M.I. (2006) 'Lifetime monitoring of appliances for reuse', PhD thesis, The University of New South Wales, Sydney, Australia.
12. Mazhar, M.I., Kara, S. and Kaebernick, H. (2004) 'Reuse potential of used parts in consumer products: Assessment with Weibull analysis', International Journal of Production Engineering and Computers, Vol. 6, No. 7, pp. 113-118.
13. Mazhar, M.I., Kara, S. and Kaebernick, H. (2007) 'Remaining life estimation of used components in consumer products: life cycle data analysis by Weibull and artificial neural networks', Journal of Operations Management, Vol. 25, No. 6, pp. 1184-1193. (Pubitemid 47429827)
14. McFadden, P.D. and Smith, J.D. (1984) 'Vibration monitoring of rolling element bearings by the high-frequency resonance technique - a review', Tribology International, Vol. 17, No. 1, pp. 3-10. (Pubitemid 14561780)
15. Nandi, S. and Toliyat, H.A. (1999) 'Condition monitoring and fault diagnosis of electrical machines - a review', Proceedings of the IEEE-IAS Annual Meeting, Phoenix, USA, pp. 197-204. (Pubitemid 30544182)
16. Park, S-J., Park, S-D., Kim, K-S. and Cho, J-H. (2006) 'Reliability evaluation for the pump assembly using an accelerated test', International Journal of Pressure Vessels and Piping, Vol. 83, pp. 283-286
17. Prüftechnik Group (2001) Vibrocord FFT Data Collector, Operating Instructions, Ver 1.4x.
18. Qiu, H., Lee, J., Lin, J. and Yu, G. (2003) 'Robust performance degradation assessment methods for enhanced rolling element bearing prognostics', Advanced Engineering Informatics, Vol. 17, No. 3, pp. 127-140.
19. Randall, R.B. (1983) 'Cepstrum analysis and gearbox fault diagnosis', Maintenance Management International, Vol. 3, pp. 183-208.
20. Randall, R.B. (1985) 'Computer aided vibration spectrum trend analysis for condition monitoring', Maintenance Management International, Vol. 5, pp. 161-167. (Pubitemid 15562125)
21. Randall, R.B. (2001) 'Cepstrum analysis', Encyclopedia of Vibration, Academic Press, UK, pp. 216-227, doi:10.1006/rwvb.2001.0055.
22. Randall, R.B. (2004) 'State of the art in monitoring rotating machinery', Sound and Vibration, Vol. 38, No. 3, pp. 14-21 (Part 1), Vol. 38, No. 5, pp. 10-17 (Part 2).
23. Randall, R.B. and Gao, Y. (1998) 'Using CPB spectrum differences to train neural network to recognise faults in helicopter gearbox bearings', Proceedings of the 11th International Conference on Condition Monitoring and Diagnostic Engineering Management (COMADEM), Launceston, Australia, pp. 295-304.
24. Rugrungruang, F., Kara, S. and Kaebernick, H. (2008) 'Technological forecasting for component reuse', Proceedings of the 15th CIRP International Conference on Life Cycle Engineering, Sydney, Australia, pp. 235-240.
25. Sawalhi, N. (2007) 'Diagnostics, prognostics and fault simulation for rolling element bearings', PhD thesis, The University of New South Wales, Sydney, Australia.
26. Sawalhi, N., Randall, R.B. and Endo, H. (2007) 'The enhancement of fault detection and diagnosis in rolling element bearings using minimum entropy deconvolution combined with spectral kurtosis', Mechanical Systems and Signal Processing, Vol. 21, pp. 2616-2633. (Pubitemid 46829751)
27. Vass, J. and Cristalli, C. (2005) 'Bearing fault detection for on-line quality control of electric motors', Proceedings of the 10th IMEKO TC10 International Conference on Technical Diagnostics, Budapest, Hungary, pp. 93-97, ISBN 963-86586-4-9, available at http://amber.feld.cvut.cz/user/vass/papers
28. Vass, J., Randall, R.B., Cristalli, C., Torcianti, B., Sovka, P. and Šm'id, R. (2007) 'Spectrum enhancement of laser vibrometer signals using a new speckle noise reduction technique and angular resampling', Proceedings of the 14th International Congress on Sound and Vibration (ICSV14), Cairns, Australia.
29. Vass, J., Šmid, R., Randall, R.B., Sovka, P., Cristalli, C. and Torcianti, B. (2008) 'Avoidance of speckle noise in laser vibrometry by the use of kurtosis ratio: application to mechanical fault diagnostics', Mechanical Systems and Signal Processing, Vol. 22, No. 3, pp. 647-671.