Cross-correlation aided wavelet network for classification of dynamic insulation failures in transformer winding during impulse test

IEEE Transactions on Dielectrics and Electrical Insulation

Volumn 18, Issue 2, 2011, Pages 521-532

  Rajamani, P ^a   Dey, Debangshu ^a   Chakravorti, Sivaji ^a  

^a JADAVPUR UNIVERSITY   (India)

Author keywords

cross correlation; dynamic insulation failure; fault establishment time; Impulse fault; signal processing; wavelet network

Indexed keywords

CROSS CORRELATIONS; DYNAMIC INSULATION FAILURE; FAULT ESTABLISHMENT TIME; IMPULSE FAULT; WAVELET NETWORK;

CORRELATION METHODS; ELECTRIC TRANSFORMER TESTING; FEATURE EXTRACTION; SIGNAL PROCESSING; TRANSFORMER WINDINGS; WAVELET ANALYSIS; WINDING;

NEURAL NETWORKS;

EID: 79953657454     PISSN: 10709878     EISSN: None     Source Type: Journal    
DOI: 10.1109/TDEI.2011.5739458     Document Type: Article

References (25)

1. "Guide to lighting and switching impulse testing of power transformers and reactors", IEC Standard, Publication 60076-4, 2002.
2. P. Purkait and S. Chakravorti, "An expert system for fault diagnosis in transformer during impulse tests", IEEE Power Engineering Society (PES) winter meet, paper 3, pp. 2181-2186, 2000.
3. A. De and N. Chatterjee, "Recognition of impulse fault patterns in transformers using Kohonen's self organizing feature map", IEEE Trans. Power Delivery, Vol. 17, pp.489-494, 2002. (Pubitemid 34684560)
4. P. Purkait and S. Chakravorti, "Pattern classification of impulse faults in transformer by wavelet analysis", IEEE Trans. Dielectr. Electr. Insul., Vol.9, pp. 555-561, 2002.
5. P. Purkait and S. Chakravorti, "Time and frequency domain analyses based expert system for impulse fault diagnosis in transformers", IEEE Trans. Dielectr. Electr. Insul., Vol.9, pp.433 - 445, 2002.
6. P. Purkait and S. Chakravorti, "Impulse fault classification in transformers by fractal analysis", IEEE Trans. Dielectr. Electr. Insul., Vol.10, pp. 109-116, 2003.
7. A. De and N. Chatterjee, "A fuzzy ARTMAP fault classifier for impulse testing of power transformer", IEEE Trans. Dielectr. Electr. Insul., Vol.11, pp.1023 - 1036, 2004.
8. M.S. Naderi, G.B. Gharehpetian, M. Abedi and T.R.Blackburn, "An experimental investigation and model development of arc discharge during impulse test", IEEE 8th intern. Conf. Properties and Application of Dielectric Materials, Bali, Vol. 1, pp. 305-308, 2006.
9. S. Arunkumar, V. Sandeep, S. Shankar, M. Gopalakrishnan, K. Udayakumar and V. Jayasankar, "Impulse testing of power transformers-a model reference approach", IEE Proc. Sci. Meas. Technol., Vol.151, pp. 25-30, 2004.
10. T. K.Saha and P. Purkait, "Understanding the impact of moisture and thermal aging on transformer's insulation by dielectric response and molecular weight measurements", IEEE Trans. Dielectr. Electr. Insul., Vol. 15, pp. 568 - 582, 2008. (Pubitemid 351540671)
11. Q. Zhang and A. Benveniste, "Wavelet networks", IEEE Trans. Neural Netw., Vol.3, pp. 889-898, 1992. (Pubitemid 23580843)
12. S. Chandaka, A. Chatterjee and S. Munshi, "Cross-correlation aided support vector machine classifier for classification of EEG signals", Expert Systems with Application, Vol.36, pp.1329-1336, 2009.
13. S. Chandaka, A. Chatterjee and S. Munshi, "Support vector machine employing cross-correlation for emotional speech recognition", Measurements, Vol.42, pp. 611-618, 2009.
14. A. Miki, T. Hosoya and K. Okuyama, "A calculation method for impulse voltage distribution and transferred voltage in transformer winding", IEEE Trans. Power Apparatus and Systems, Vol.3, pp.930- 939, 1978. (Pubitemid 8609089)
15. F. de Leon and A. Semlyen, "Complete transformer model for electromagnetic transients", IEEE Trans. Power Delivery, Vol.1, pp.231-239, 1994.
16. C.K. Roy and J.R. Biswas, "Studies on impulse behavior of a transformer winding with simulated faults by analogue modelling", IEE Proc.-C, Vol.141, pp.401-412, 1994.
17. P. Rajamani, D. Dey and S. Chakravorti, "Investigations on the effect of dynamic fault on impulse fault current waveforms of transformer", Intern. Conf. on Power Systems, Kharagpur, India, Paper No.104, 2009.
18. M. Butcher, A.A. Neuber, M.D. Cevallos, J.C. Dickens and H. Krompholz, "Conduction and breakdown mechanism of transformer oil", IEEE Trans. Plasma Science, Vol.34, pp.467-475, 2006.
19. S. Porkar, G.B.Gharehpetian and K. Feser, "A disk-to-disk breakdown and arc modeling method for fault diagnosis of power transformersduring impulse testing", Springer-Verlag, Electr. Eng., ISSN: 0948- 7921, Vol. 86, 261-265, 2004.
20. Stephen A.Billings and Hua-Liang Wei, "A new class of wavelet network for nonlinear system identification", IEEE Trans. Neural Netw., Vol.16, pp.862-874, 2005. (Pubitemid 41064318)
21. Q.-J. Guo, H.-B. Yu and A.-D. Xu, "Modified Morlet wavelet neural network for fault detection", Intern. Conf. Control and Automation (ICCA), pp.1209-1214, 2005. (Pubitemid 41651697)
22. P. Rajamani, D. Dey, B. Chatterjee and S. Chakravorti, "Wavelet networks for estimation of non-linear functions in high voltage systems" IEEE 3rd Intern. Conf. on Industrial and Information Systems, (ICIIS), Kharagpur, India, Paper no.60, 2008.
23. J. Zhang, G.G. Walter, Y. Miao and W.N.W. Lee, "Wavelet neural network for function learning", IEEE Trans. on Signal Processing, Vo1.43, pp.1485-1497, 1995.
24. Q. H. Zhang, "Using wavelet network in nonparametric estimation," IEEE Trans. Neural Netw., Vol. 8, pp. 227-236, 1997.
25. S. Chakravorti and P. K.Mukherjee, "An application of artificial neural network for optimization of electrode contour", IEEE Trans. Dielectr. Electr. Insul., Vol. 1, pp. 254-264, 1994.