Application of a Radial Basis Function (RBF) Neural Network for Fault Diagnosis in a HVDC System K. G. Narendra V. K. Sood* (Senior Member) K. Khorasani R. Pate1 (Fellow)

作者: Montee Ste Julie

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摘要: The application of a Radial Basis Function (RBF) Neural Network (NN) for fault diagnosis in HVDC system is presented this paper. To provide reliable pre- processed input to the RBF NN, new pre-classifier pro- posed. This consists an adaptive filter (to track proportional values fundamental and aver- age components sensed variables), sig- nal conditioner which uses expert Knowledge Base (KB) aid pre-classification signal. posed method evaluated using simula- tions performed with EMTP package.

参考文章(7)
S.V. Chakravarthy, J. Ghosh, L. Deuser, S. Beck, Efficient training procedures for adaptive kernel classifiers Neural Networks for Signal Processing Proceedings of the 1991 IEEE Workshop. pp. 21- 29 ,(1991) , 10.1109/NNSP.1991.239539
K.G. Narendra, V.K. Sood, R. Patel, K. Khorasani, A neuro-fuzzy VDCL unit to enhance the performance of an HVDC system canadian conference on electrical and computer engineering. ,vol. 1, pp. 441- 446 ,(1995) , 10.1109/CCECE.1995.528169
S. CHEN, S. A. BILLINGS, C. F. N. COWAN, P. M. GRANT, Practical identification of NARMAX models using radial basis functions International Journal of Control. ,vol. 52, pp. 1327- 1350 ,(1990) , 10.1080/00207179008953599
S. CHEN, S. A. BILLINGS, C. F. N. COWAN, P. M. GRANT, Non-linear systems identification using radial basis functions International Journal of Systems Science. ,vol. 21, pp. 2513- 2539 ,(1990) , 10.1080/00207729008910567
D.K. Ranaweera, Application of radial basis function neural network model for short-term load forecasting IEE Proceedings - Generation, Transmission and Distribution. ,vol. 142, pp. 45- 50 ,(1995) , 10.1049/IP-GTD:19951602
V.K. Sood, V. Khatri, H. Jin, EMTP modelling of CIGRE benchmark based HVDC transmission system operating with weak AC systems ieee international conference on power electronics drives and energy systems. ,vol. 1, pp. 426- 432 ,(1996) , 10.1109/PEDES.1996.539653
Peter E. Hart, Richard O. Duda, Pattern classification and scene analysis A Wiley-Interscience Publication. ,(1973)