Support vector classification for fault diagnostics of an electrical machine

International Conference on Signal Processing Proceedings, ICSP

Volumn 2, Issue , 2002, Pages 1719-1722

  Pöyhönen, Sanna ^a   Negrea, Marian ^a   Arkkio, Antero ^a   Hyötyniemi, Heikki ^a   Koivo, Heikki ^a  

^a AALTO UNIVERSITY   (Finland)

Author keywords

Electrical machine; Fault diagnostics; Finite element analysis; Support vector classification

Indexed keywords

ELECTRIC MACHINERY; FINITE ELEMENT METHOD;

ELECTRICAL MACHINE; FAULT DIAGNOSTICS; FAULTY OPERATIONS; MAGNETIC FIELD ANALYSISS; POWER SPECTRA ESTIMATES; STATOR CURRENTS; SUPPORT VECTOR CLASSIFICATION; VIRTUAL MEASUREMENTS;

SIGNAL PROCESSING;

EID: 48349101607     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICOSP.2002.1180133     Document Type: Conference Paper

References (7)

1. Vapnik, V.N., "Statistical Learning Theory", John Wiley & Sons, 1998
2. Cristianini, N., Shawe-Taylor, J., "Support Vector Machines and Other Kernel-Based Learning Methods", Cambridge University Press, 2000
3. Alguindigue, I.E., Loskiewicz-Buczak, Uhrig, R., "Monitoring and Diagnosis of Rolling Element Bearings Using Artificial Neural Networks", IEEE Transactions on Industrial Electronics, Vol. 40, No. 2, pp. 209-217, April 1993
4. Li, B., Chow, M-Y, Tipsuwan, Y., Hung, J.C., "Neural-Network-Based Motor Rolling Bearing Fault Diagnosis", IEEE Transactions on Industrial Electronics, Vol. 47, No. 5, pp. 1060-1069, October 2000
5. Arkkio, A., "Finite Element Analysis of Cage Induction Motors Fed by Static Frequency Converters. IEEE Transactions on Magnetics, 26, 2, pp. 551-554, 1990
6. Benbouzid, M., "A Review of Induction Motor Signature Analysis as a medium for Faults Detection", IEEE Transactions on Industrial Electronics, Vol. 47, No. 5, pp. 984-993, October 2000
7. th European Conf. On Machine Learning, Chemnitz, Germany, pp. 160-171, April 1998