A study on automatic machine condition monitoring and fault diagnosis for bearing and unbalanced rotor faults

Proceedings - ISIE 2011: 2011 IEEE International Symposium on Industrial Electronics

Volumn , Issue , 2011, Pages 2105-2110

  Chen, W Y ^a   Xu, J X ^a   Panda, S K ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

bearing fault; k NN algorithm; normalized cross correlation; unbalanced fault

Indexed keywords

AUTOMATIC CLASSIFICATION; AUTOMATIC MACHINES; BEARING FAULT; ERROR RATE; K-NEAREST NEIGHBORS; K-NN ALGORITHM; MACHINE FAULTS; MACHINE OPERATING; MONITORING AND DIAGNOSIS; NOISE TOLERANCE; NORMALIZED CROSS-CORRELATION; ROTOR FAULT; SHIFT-INVARIANCE; SIMILARITY MEASURE; UNBALANCED FAULT;

ALGORITHMS; BEARINGS (STRUCTURAL); INDUSTRIAL ELECTRONICS;

CONDITION MONITORING;

EID: 80052851476     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISIE.2011.5984486     Document Type: Conference Paper

References (19)

1. IEEE Motor Reliability Working Group, "Report of large motor reliability survey of industrial and commercial installations, Part I," IEEE Trans. Ind. Appl., vol. IA-21, no. 4, pp. 853-864, Jul 1985
2. S. Nandi, H.A. Toliyat, X. Li, "Condition Monitoring and Fault Diagnosis of Electrical Motors-A Review", IEEE Transactions on Energy Conversion, Vol. 20, No. 4, Dec 2005
3. M.L. Adams, Jr, "Rotating Machinery Vibration: From Analysis to Troubleshooting", Marcel Dekker, New York, 2001
4. SpectraQuest, Inc., "Applied Vibration Analysis Training Manual & Laboratory Exercises", Richmond, Viginia, 2009
5. D.E. Bently, C. T. Hatch, B. Grisson, "Fundamentals of Rotating Machinery Diagnostics", Bently Pressurized Bearing Company, 2002
6. A. Bellini, F. Immovilli, R. Rubini, C. Tassoni, "Diagnosis of Bearing Faults of Induction Machines by Vibration or Current Signals: A Critical Comparison", Industry Applications Society Annual Meeting, 2008
7. M.H. Benbouzid,"A Review of Induction Motors Signature Analysis as a Medium for Faults Detection", IEEE Transactions on Industrial Electronics, vol. 47, no. 5, Oct 2000
8. J. Cusidó, L. Romeral, J.A. Ortega, J.A. Rosero, A.G. Espinosa, "Fault Detection in Induction Machines Using Power Spectral Density in Wavelet Decomposition", IEEE Transactions on Industrial Electronics, vol. 55, no. 2, Feb 2008
9. A. Bellini, F. Filippetti, C. Tassoni, "Advances in Diagnostic Techniques for Induction Machines", IEEE Transactions on Industrial Electronics, vol. 55, no. 12, Dec 2008
10. M. Djeddi, P. Granjon, B. Leprettre, "Bearing Fault Diagnosis in Induction Machine Based on Current Analysis Using High-Resolution Technique", Diagnostics for Electric Machines, Power Electronics and Drives, SDEMPED, pp. 23 - 28, 2007
11. L. Eren, M.J. Devaney, "Bearing Damage Detection via Wavelet Packet Decomposition of the stator current", IEEE Instrumentation and Measurement Technology Conference, A.K, USA, 21-23 May 2002
12. P.S. Barendse, P. Pillay, "The Detection of Unbalanced Faults in Inverter-Fed Induction Machines", Diagnostics for Electric Machines, Power Electronics and Drives, SDEMPED 2007, pp. 46 - 51. 2007
13. Enzo C.C. Lau, H.W. Ngan, "Detection of Motor Bearing Outer Raceway Defect by Wavelet Packet Transformed Motor Current Signature Analysis", IEEE Transactions on Instrumentation and Measurement, vol. 59, no. 10, Oct 2010
14. I. Tsoumas, E. Mitronikas, G. Georgoulas, A. Safacas, "A comparative study of induction motor current signature analysis techniques for mechanical faults detection", SDEMPED 2005-International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives Vienna, Austria, 7-9 Sep 2005
15. R. Yan, Robert X. Gao, "Energy-Based Feature Extraction for Defect Diagnosis in Rotary Machines", IEEE Transactions on Instrumentation and Measurement, vol. 58, no. 9, Sep 2009
16. W. Zhou; T.G. Habetler, R.G. Harley, "Stator Current-Based Bearing Fault Detection Techniques: A General Review", Diagnostics for Electric Machines, Power Electronics and Drives, pp.7- 10, 2007
17. R.A. Guyer, Jr, "Rolling Bearings Handbook and Troubleshooting Guide", Chilton Book Company, Radnor, Pennsylvania, 1996
18. J.V. Uspensky, "Theory of Equations", McGraw-Hill, pp. 256, New York, 1948
19. J. Kronennurger, J. Sebeson, "Analog and Digital Signal Processing: An Integrated Computational Approach with MATLAB", Thomson Delmar Learning, NY, 2008