Adaptive diagnosis by pattern recognition: Application on an induction machine

作者: O. Ondel , E. Boutleux , G. Clerc

DOI: 10.1109/DEMPED.2005.4662491

关键词:

摘要: In this paper, a pattern recognition method is used to provide the tracking and diagnosis of system. To illustrate it, we as application, an asynchronous motor 5.5 kW with squirrel-cage, in particular for detection broken bars, under any level load. From measurements carried out on system, parameters are calculated. These build up vector which considered system signature. determine vector, two methods applied. One, well-known, sequential backward selection (SBS) other, developed, based genetic approach, advantage optimal dimension representation space give better results (value criterion) than SBS. The determination decision using automatic classification called clustering. phase ldquok-nearest neighborsrdquo rule, associated evolution trajectory allowing not only states defined training set, but also intermediate states. appearance new operating mode taken into account order enrich initial knowledge base thus improve diagnosis.

参考文章(10)
Josef Kittler, Pierre A. Devijver, Pattern recognition : a statistical approach Prentice/Hall International. ,(1982)
G.B. Kliman, R.A. Koegl, J. Stein, R.D. Endicott, M.W. Madden, Noninvasive detection of broken rotor bars in operating induction motors IEEE Transactions on Energy Conversion. ,vol. 3, pp. 873- 879 ,(1988) , 10.1109/60.9364
H. P. Friedman, J. Rubin, On Some Invariant Criteria for Grouping Data Journal of the American Statistical Association. ,vol. 62, pp. 1159- 1178 ,(1967) , 10.1080/01621459.1967.10500923
Jack Sklansky, Mineichi Kudo, Comparison of algorithms that select features for pattern classifiers Pattern Recognition. ,vol. 33, pp. 25- 41 ,(2000) , 10.1016/S0031-3203(99)00041-2
W.T. Thomson, M. Fenger, Current signature analysis to detect induction motor faults IEEE Industry Applications Magazine. ,vol. 7, pp. 26- 34 ,(2001) , 10.1109/2943.930988
J.R. Quinlan, Decision trees and decision-making systems man and cybernetics. ,vol. 20, pp. 339- 346 ,(1990) , 10.1109/21.52545
Thomas Back, Ulrich Hammel, H-P Schwefel, Evolutionary computation: comments on the history and current state IEEE Transactions on Evolutionary Computation. ,vol. 1, pp. 3- 17 ,(1997) , 10.1109/4235.585888
R. Casimir, E. Boutleux, G. Clerc, F. Chappuis, Broken bars detection in an induction motor by pattern recognition 2003 IEEE Bologna Power Tech Conference Proceedings,. ,vol. 2, pp. 313- 319 ,(2003) , 10.1109/PTC.2003.1304328