Condition monitoring of speed controlled induction motors using wavelet packets and discriminant analysis

Expert Systems with Applications

Volumn 38, Issue 7, 2011, Pages 8079-8086

  Ece, Dog̃an Gökhan ^a   Baaran, Murat ^a  

^a ANADOLU UNIVERSITY   (Turkey)

Author keywords

Condition monitoring; Induction machine; Statistical analysis; Wavelet packet decomposition

Indexed keywords

ADJUSTABLE SPEED DRIVES; CONDITION DETECTION; CONDITION MONITORING SYSTEMS; DECOMPOSITION COEFFICIENT; DOWN TIME; EXPERIMENTAL VERIFICATION; FAULT DETECTION AND CLASSIFICATION; FREQUENCY RANGES; HEALTHY MACHINES; INDUCTION MACHINE; INDUSTRIAL PROCESSS; INTELLIGENT METHOD; INTELLIGENT TOOLS; MOTOR FAULT; MOTOR LOADS; MOTOR SPEED; OUTPUT FREQUENCY; PHASE SUPPLY; SPEED LEVELS; STATISTICAL ANALYSIS; STATISTICAL FEATURES; THREE PHASE INDUCTION MOTOR; WAVELET FILTERS; WAVELET PACKET; WAVELET PACKET DECOMPOSITION;

DISCRIMINANT ANALYSIS; FAULT DETECTION; INDUCTION MOTORS; PREVENTIVE MAINTENANCE; VARIABLE SPEED DRIVES; WAVELET ANALYSIS; WAVELET DECOMPOSITION;

CONDITION MONITORING;

EID: 79952454399     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2010.12.149     Document Type: Article

References (19)

1. G.G. Acosta, C.J. Verucchi, and E.R. Gelso A current monitoring system for diagnosing electrical failures in induction motors Mechanical Systems and Signal Processing 20 2006 953 965 (Pubitemid 43121168)
2. N. Arthur, and J. Penman Induction machine condition monitoring with higher order spectra IEEE Transanctions on Industrial Electronics 47 5 2000 1031 1041
3. B. Ayhan, M.Y. Chow, and M.H. Song Multiple signal processing-based fault detection schemes for broken rotor bar in induction motors IEEE Transanctions on Energy Conversion 20 2 2005 336 343 (Pubitemid 40843733)
4. M.H. Benbouzid, and G.B. Kliman What stator current processing-based technique to use for induction motor rotor fault diagnosis IEEE Transanctions on Energy Conversion 18 2 2003 238 244
5. H. Douglas, P. Pillay, and A.K. Ziarani A new algorithm for transient motor current signature analysis using wavelets IEEE Transanctions on Industry Applications 40 5 2004 1361 1368
6. H. Douglas, P. Pillay, and A.K. Ziarani Broken rotor bar detection in induction machines with transient operating speeds IEEE Transanctions on Energy Conversion 20 1 2005 135 141 (Pubitemid 40377533)
7. R.O. Duda, P.E. Hart, and D.G. Stork Pattern classification 2001 John Wiley & Sons, Inc. USA
8. R.A. Fisher The use of multiple measurements in taxonomic problems Annals of Eugenics 7 1936 179 188
9. Z. Gan, M-B. Zhao, and T.W.S. Chow Induction machine fault detection using clone selection programming Expert Systems with Applications 36 2009 8000 8012
10. A.M. Knight, and S.P. Bertani Mechanical fault detection in a medium-sized induction motor using stator current monitoring IEEE Transanctions on Energy Conversion 20 4 2005 753 760 (Pubitemid 41830051)
11. A.C. McCormick, and A.K. Nandi Cyclostationarity in rotating machine vibrations Mechanical Systems and Signal Processing 12 2 1998 225 242 (Pubitemid 128398634)
12. A.C. McCormick, and A.K. Nandi Bispectral and trispectral features for machine condition diagnosis IEE Proceedings-Vision Image and Signal Processing 146 5 1999 229 234 (Pubitemid 30534102)
13. S. Nandi, H.A. Toliyat, and X. Li Condition monitoring and fault diagnosis of electrical motors - a review IEEE Transanctions on Energy Conversion 20 4 2005 719 729 (Pubitemid 41830047)
14. A. Siddique, G.S. Yadava, and B. Singh A review of stator fault monitoring techniques of induction motor IEEE Transactions on Energy Conversion 20 1 2005 106 114 (Pubitemid 40377529)
15. K. Teotrakool, M.J. Devaney, and L. Eren Adjustable-speed drive bearing-fault detection via wavelet packet decomposition IEEE Transanctions on Instrumentation and Measurement 58 8 2009 2747 2754
16. A. Widodo, and B-S. Yang Wavelet support vector machine for induction machine fault diagnosis based on transient current signal Expert Systems with Applications 35 2008 307 316
17. A. Widodo, B-S. Yang, and T. Han Combination of independent component analysis and support vector machines for intelligent faults diagnosis of induction motors Expert Systems with Applications 32 2007 299 312 (Pubitemid 44647799)
18. R. Yan, and R.X. Gao Hilbert-Huang transform-based vibration signal analysis for machine health monitoring IEEE Transanctions on Instrumentation and Measurement 55 6 2006 2320 2329 (Pubitemid 46438220)
19. Z. Zhang, Z. Ren, and W. Huang A novel detection method of broken rotor bars based on wavelet ridge IEEE Transanctions on Energy Conversion 18 3 2003 417 423