Recognition of ultra high frequency partial discharge signals using multi-scale features

IEEE Transactions on Dielectrics and Electrical Insulation

Volumn 19, Issue 4, 2012, Pages 1412-1420

  Li, Jian ^a   Jiang, Tianyan ^a   Harrison, Robert F ^b   Grzybowski, Stanislaw ^c  

^a CHONGQING UNIVERSITY   (China)

^b UNIVERSITY OF SHEFFIELD   (United Kingdom)

^c MISSISSIPPI STATE UNIVERSITY   (United States)

Author keywords

fractal dimensions; linear discriminant analysis; Partial discharge; pattern recognition; wavelet packet decomposition

Indexed keywords

BACK-PROPAGATION NEURAL NETWORKS; ENERGY PARAMETERS; FRACTAL ANTENNA; HILBERT; INSULATION DEFECTS; LINEAR DISCRIMINANT ANALYSIS; MULTI-SCALE FEATURES; MULTIPLE SCALE; MULTISCALES; PARTIAL DISCHARGE SIGNAL; ULTRA-HIGH-FREQUENCY; WAVELET PACKET DECOMPOSITION; WAVELET PACKET DECOMPOSITIONS;

EXPERIMENTS; FRACTAL DIMENSION; IMAGE RETRIEVAL; NEURAL NETWORKS; PATTERN RECOGNITION; SUPPORT VECTOR MACHINES; WAVELET ANALYSIS;

PARTIAL DISCHARGES;

EID: 84864939224     PISSN: 10709878     EISSN: None     Source Type: Journal    
DOI: 10.1109/TDEI.2012.6260018     Document Type: Article

References (31)

1. H. G. Kranz and R. Krump, "Partial Discharge Diagnosis using Statistical Optimization on a PC-based System", IEEE Trans. Electr. Insul., Vol. 27, pp. 93-98, 1992.
2. M. M. A. Salama and R. Bartnikas, ''Fuzzy Logic Applied to PD Pattern Classification", IEEE Trans. Dielectr. Electr. Insul., Vol. 7, pp. 118-123, 2000. (Pubitemid 30580872)
3. J. Li, C. Sun and S. Grzybowski, "Partial Discharge Image Recognition Influenced by Fractal Image Compression", IEEE Trans. Dielectr. Electr. Insul., Vol. 15, pp. 496-504, 2007.
4. E. M. Lalitha and L. Satish, "Fractal Image Compression for Classification of PD Sources", IEEE Trans. Dielectr. Electr. Insul., Vol. 5, pp. 550-557, 1998. (Pubitemid 128745571)
5. G. P. Cleary and M. D. Judd, "UHF and current pulse measurements of partial discharge activity in mineral oil", IEE Proc. Sci., Meas. Technol., Vol. 153, pp. 47-54, 2006.
6. M. D. Judd, Li Yang and I. B.B. Hunter, "Partial discharge monitoring for transformers using UHF sensors-Part I: sensors and signal interpretation", IEEE Electr. Insul. Mag., Vol. 21, No. 2, pp. 5-14, 2005. (Pubitemid 40556196)
7. M. D. Judd, Li Yang and I. B.B. Hunter, "Partial discharge monitoring for transformers using UHF sensors-Part II: field experience", IEEE Electr. Insul. Mag., Vol. 21, No. 3, pp. 5-13, 2005. (Pubitemid 40794849)
8. K. Raja, F. Devaux and S. Lelaidier, "Recognition of discharge sources using UHF PD signatures", IEEE Electr. Insul. Mag., Vol. 18, No. 5, pp. 8-14, 2002. (Pubitemid 35382339)
9. C. Chang, C.S. Chang, J. Jin, T. Hoshino, M. Hanai and N. Kobayashi, "Source classification of partial discharge for gas insulated substation using waveshape pattern recognition", IEEE Trans. Dielectr. Electr. Insul., Vol. 12, pp. 374-386, 2005. (Pubitemid 40850576)
10. J. Li, C. Sun, S. Grzybowski and C. D. Taylor, "Partial discharge image recognition using a new group of features", IEEE Trans. Dielectr. Electr. Insul., Vol. 13, pp. 1245-1253, 2006. (Pubitemid 44956058)
11. E. Gulski, "Computer-aided Measurement of Partial Discharges in HV Equipment", lEEE Trans. Dielectr. Electr. Insul., Vol. 28, pp. 969-983, 1993.
12. E. Gulski, "Digital Analysis of Partial Discharges", lEEE Trans. Dielectr. Electr. Insul., Vol. 2, pp. 822-837, 1995.
13. N.C. Sahoo, M.M.A. Salama and R. Bartnikas, "Trends in Partial Discharge Pattern Classification: a Survey", IEEE Trans. Dielectr. Electr. Insul., Vol. 12, pp. 248-264, 2005. (Pubitemid 40850566)
14. D. Evagorou, A. Kyprianou, P.L. Lewin, A. Stavrou, V. Efthymiou, A.C. Metaxas and G.E. Georghiou, "Feature extraction of partial discharge signals using the wavelet packet transform and classification with a probabilistic neural network", IEE Proc. Sci., Meas. Technol., Vol. 4, pp. 177-192, 2010.
15. M. Wang, "Partial discharge pattern recognition of current transformers using an ENN", IEEE Trans. Power Delivery, Vol. 20, pp. 1984-1990, Jul. 2005. (Pubitemid 41194802)
16. L. Hao and P.L. Lewin, "Partial discharge source discrimination using a support vector machine", IEEE Trans. Dielectr. Electr. Insul., Vol. 17, pp. 189-197, 2010.
17. R.M. Sharkawy, R.S. Mangoubi, T.K. Abdel-Galil, M.M.A. Salama and R. Bartnikas, "SVM classification of contaminating particles in liquid dielectrics using higher order statistics of electrical and acoustic PD measurements", IEEE Trans. Dielectr. Electr. Insul., Vol. 14, pp. 669-678, Jun. 2007. (Pubitemid 46906847)
18. J. Li, R. Liao, S. Grzybowski and L. Yang, "Oil-paper aging evaluation by fuzzy clustering and factor analysis to statistical parameters of partial discharges", IEEE Trans. Dielectr. Electr. Insul., Vol. 17, pp. 756-763, 2010.
19. D. Evagorou, A. Kyprianou, P.L. Lewin, A. Stavrou, V. Efthymiou, A.C. Metaxas, and G.E. Georghiou, "Feature extraction of partial discharge signals using the wavelet packet transform and classification with a probabilistic neural network", IET Sci. Meas. Technol., Vol. 4, pp. 177-192, 2010.
20. Z. Jin, C. Sun, C. Cheng and J. Li, "Two Types of Compact UHF Antennas for Partial Discharge Measurement", Int. Conf. High Voltage Eng. Appl. (ICHVE), pp.616-620, 2008.
21. J. Tang, G. Wei, and X. Zhang, "External sensors in partial discharge ultra-high-frequency measurements in gas-insulated substations", Eur. Trans. Electr. Power, doi: 10.1002/etep.587, 2011.
22. C. Cheng, J. Li, T. Jiang, Y. Wang and L. Du, "Recognition of partial discharge signals detected by ultra-high-frequency Hilbert fractal antenna", 16th Int'l. Sympos. High Voltage Eng., Cape Town, South Africa, paper D-6, 2009.
23. J. Li, Q. Du and C. Sun, "An improved box-counting method for image fractal dimension estimation", Patt. Recogn., Vol. 42, pp. 2460-2469, 2009.
24. L. Hao, P.L. Lewin, J.A. Hunter, D.J. Swaffield, A. Contin, C. Walton, and M. Michel, "Discrimination of Multiple PD Sources Using Wavelet Decomposition and Principal Component Analysis", IEEE Trans. Dielectr. Electr. Insul., Vol. 18, pp. 1702-1711, 2011.
25. P. Parveen and B. Thuraisingham, "Face Recognition Using Multiple Classifiers", IEEE Int. Conf. Tools Artif. Intell., pp. 179-186, Nov. 2006. (Pubitemid 351209518)
26. A.K. Mishra, "Validation of PCA and LDA for SAR ATR", TENCON 2008. IEEE Region 10 Conf., pp.1-6, 2008.
27. A.M. Martinez and A.C. Kak, "PCA versus LDA", IEEE Trans. Patt. Anal. Mach. Intell., Vol. 23, pp. 228-233, 2001. (Pubitemid 32254716)
28. R.F Harrison and K. Pasupa, "Sparse multinomial kernel discriminant analysis", Patt. Recogn., Vol. 42, pp. 1795-1802, 2009.
29. R.O. Duda and P.E. Hart, Pattern Classification and Scene Analysis, John Wiley & Sons, New York, 1973.
30. T. Jiang, J. Li, M. Chen and S. Grzybowski, "Recognition on ultra-high-frequency signals of partial discharge by support vector machine", Int'l. Conf. High Voltage Eng. Appl. (ICHVE), pp.634-637, 2010.
31. T. Pinpart and M. D. Judd, "Experimental Comparison of UHF Sensor Types for PD Location Applications", IEEE Electr. Insul. Conf., Montreal, QC, Canada, pp. 26-30, 2009.