Particle swarm optimization feature selection for the classification of conducting particles in transformer oil

IEEE Transactions on Dielectrics and Electrical Insulation

Volumn 18, Issue 6, 2011, Pages 1897-1907

  Sharkawy, R M ^a,b   Ibrahim, K ^a,b   Salama, M M A ^c   Bartnikas, R ^c  

^a Department of Electrical and Control Engineering ^*  (Egypt)

^b Egypt Mansoura University   (Egypt)

^c UNIVERSITY OF WATERLOO   (Canada)

Author keywords

Feature extraction; Partial Discharge; Particle Swarm Optimization; Signal denoising; SupportVector Machines; Wavelet transforms

Indexed keywords

CLASSIFICATION RESULTS; CONDUCTING PARTICLES; DATA MINING TECHNIQUES; INPUT FEATURES; INTELLIGENT CLASSIFICATION; MEASURED DATA; PARTIAL DISCHARGE PULSE; PARTICLE SWARM; PARTICLE SWARM OPTIMIZATION TECHNIQUE; PD PATTERN; SIGNAL DENOISING; SOLID BASIS;

DATA MINING; FEATURE EXTRACTION; OIL FILLED TRANSFORMERS; PARTIAL DISCHARGES; SIGNAL PROCESSING; WAVELET TRANSFORMS;

PARTICLE SWARM OPTIMIZATION (PSO);

EID: 84855692853     PISSN: 10709878     EISSN: None     Source Type: Journal    
DOI: 10.1109/TDEI.2011.6118628     Document Type: Article

References (40)

1. A. Kelen and M.G. Danikas. "Evidence and presumption in PD diagnostics", IEEE Trans. Dielectr. Electr. Insul., Vol. 2, pp.780-795, 1995.
2. P. H.F. Morshuis, "Assessment of dielectric degradation by ultrawide-band PD detection", IEEE Trans. Dielectr. Electr. Insul., Vol. 2, pp.744-760, 1995.
3. P. Osvath, G. Zingales, R. Bartnikas, M.M.A. Salama, P.von Glahn, E. Gulski, J. Quinlan, J.P. Steiner and G.C. Stone, "Comment and discussion on digital processing of PD pulses", IEEE Trans. Dielectr. Electr. Insul., Vol. 2, pp. 685-699, 1995.
4. R. Bartnikas. "Partial discharges. Their mechanism, detection and measurement", IEEE Trans. Dielectr. Electr. Insul., Vol. 9, pp.763-808, 2002. (Pubitemid 35465655)
5. 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)
6. T. Babnik, R. Aggarwal and P. Moore, "Data mining on a transformer partial discharge data using the self-organizing map", IEEE Trans. Dielectr. Electr. Insul., Vol. 14, pp. 444-452, 2007. (Pubitemid 46574008)
7. T.K. Abdel-Galil, Y.G. Hegazy, M.M.A. Salama and R. Bartnikas, "Partial discharge pulse pattern recognition using Hidden Markov Models", IEEE Trans. Dielectr. Electr. Insul., Vol. 11, pp. 715-723, 2004.
8. C. Kane, B. Lease and A. Golubev, "Practical experiences of on-line partial discharge measurements on a variety of medium-voltage electrical equipment", IEEE Trans. Indust. Appl., Vol. 35, pp. 1238-1246, 1999. (Pubitemid 30527252)
9. G.J. Paoletti and A. Golubev, "Partial discharge theory and technologies related to medium-voltage electrical equipment", IEEE Trans. Indust. Appl., Vol. 37, pp. 90-103, 2001. (Pubitemid 32253749)
10. A.M. Gaouda, A. El-Hag, T.K. Abdel-Galil, M.M.A. Salama and R. Bartnikas, "On-line detection and measurement of partial discharge signals in a noisy environment", IEEE Trans. Dielectr. Electr. Insul., Vol. 15, pp. 1162-1173, 2008.
11. B. Fruth and L. Niemeyer, "The importance of statistical characteristics of partial discharge data", IEEE Trans. Electr. Insul., Vol. 27, pp. 60-69, 1992.
12. M. Pompili, C. Mazzetti and R. Bartnikas, "Phase relationship of PD pulses in dielectric liquids under ac conditions", IEEE Trans. Dielectr. Electr. Insul., Vol.7, pp. 113-117, 2000. (Pubitemid 30580873)
13. A.A. Mazroua, R. Bartnikas and M.M.A. Salama, "Discrimination between PD pulse shapes using different neural network paradigms", IEEE Trans. Dielectr. Electr. Insul., Vol.1, pp. 1119-1131, 1994.
14. R. Bartnikas, "A comment concerning the rise times of partial discharge pulses", IEEE Trans. Dielectr. Electr. Insul., Vol. 12, pp.196-202, 2005. (Pubitemid 40850561)
15. R. Bartnikas and J.P. Novak, "Effect of overvoltage on the rise time and amplitude of PD pulses", IEEE Trans. Dielectr. Electr. Insul., Vol. 2, pp. 557-566, 1995.
16. M. Pompili, C. Mazzetti and R. Bartnikas, "Partial discharge pulse sequence patterns and cavity development times in transformer oils under AC conditions", IEEE Trans. Dielectr. Electr. Insul., Vol. 12, pp. 395-403, 2005. (Pubitemid 40850578)
17. X. Ma, C. Zhou and I.J. Kemp, "Interpretation of Wavelet Analysis and Its Application in Partial Discharge Detection", IEEE Trans. Dielectr. Electr. Insul., Vol. 9, pp.446-457, 2002.
18. L.-J. Chen, W.-M. Lin, T.-P. Tsao and Y.-H. Lin, "Study of Partial Discharge Measurement in Power Equipment Using Acoustic Technique and Wavelet Transform", IEEE Trans. Power Delivery, Vol. 22, pp. 1575-1580, 2007.
19. L. Satish and W.S. Zaengl, "Artificial neural networks for recognition of 3-d partial discharge patterns", IEEE Trans. Dielectr. Electr. Insul., Vol. 1, pp. 265-275, 1994.
20. S.M. Strachan, S. Rudd, S.D.J. McArthur, M.D. Judd, S. Meijer and E. Gulski, "Knowledge-based diagnosis of partial discharges in power transformers", IEEE Trans. Dielectr. Electr. Insul., Vol. 15, pp. 259-268, 2008. (Pubitemid 351225220)
21. 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)
22. T.K. Abdel-Galil, R.M. Sharkawy, M.M.A. Salama and R. Bartnikas. "Partial discharge pattern classification using the fuzzy decision tree approach", IEEE Trans. Instrum. Measur., Vol. 54, pp. 2258-2263, 2005. (Pubitemid 41824681)
23. R. Sharkawy, T. Abdel-Galil, R. Mangoubi, M.M.A. Salama and R. Bartnikas, "Particle identification in terms of acoustic partial discharge measurements in transformer oils", IEEE Trans. Dielectr. Electr. Insul., Vol. 15, pp. 1649-1656, 2008.
24. J. Kennedy and R.C. Eberhart, "Particle Swarm Optimization", IEEE Conf. Neural Networks, Perth, Australia, Vol. 4, pp. 1942-1948, 1995.
25. R.-C. Luo, K. Bai, S.-U Liu. "Study on Partial Discharge Localization by Ultrasonic Measuring in Power Transformer Based on Particle Swarm Optimization", ICST 2008. 3rd International Conference on Sensing Technology, Tainan, pp. 426-430, 2008.
26. J.-T. Kim, W. Choi, S.-K. Oh, K.-J. Park, G.-S.Kim and S. Grzybowski, "Fuzzy-Neural Networks (FNNs) Algorithm for Partial Discharge Pattern Recognition", Int'l. Conf. High Voltage Engineering and Application, Chongqing, China, pp. 621-625, 2008.
27. R.M. Sharkawy, S. Fakhry, H. Anis, H.A. Ghazaly, "Particle Detection in Oil Using Acoustic and Electric Based Techniques in Correlation with an Inference Method", IEEE Instrum. Measurement Technology Conf., pp. 1080-1085, 2005. (Pubitemid 46289383)
28. 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. 669-978, 2007.
29. I. Shim, J.J. Soraghan and W.H. Siew, "Detection of PD Utilizing Digital Signal Processing Methods Part 3: Open-Loop Noise Reduction", IEEE Electr. Insul. Mag., Vol.17, pp. 6-13, 2001. (Pubitemid 32254176)
30. W. Yan and K. F. Goebel, "Feature Selection for Partial Discharge Diagnosis", 12th SPIE: Health Monitoring and Smart Nondestructive Evaluation of Structural and Biological Systems IV, Vol. 5768, pp.166-175, 2005. (Pubitemid 41381596)
31. W.D. Wilkens, Engineering Dielectrics Vol. IIB, Properties of solid Insulating Materials: Measurment Techniques, Chapter VII, R. Bartnikas, Editor, STP 926, ASTM, Philadelphia/west Conshohocken, USA, 1987.
32. B. Yazici, "Statistical Pattern Analysis of Partial Discharge Measurements for Quality Assessment of Insulation Systems in High-Voltage Electrical Machinery", IEEE Trans. Indust. Appl., Vol. 40, pp. 1579-1594, 2004.
33. A. Justela, D. Pena and R. Zamar. "A multivariate Kolmogorov-Smirnov test of goodness of fit", Elsevier Science B.V, Statistics and Probability Letters, Vol. 35, No. 3, pp. 251-259, 1997. (Pubitemid 127163069)
34. P. Kundu, N.K. Kishore and A.K. Sinha, "Classification of Acoustic Emission based Partial Discharge in Oil Pressboard Insulation System Using Wavlet Analysis", Int'l. J.Electr. Syst. Sci. Eng.. Vol. 1, No. 4, pp. 208-215, 2008.
35. L. Tang, R. Luo, M. Deng and J. Su, "Study of Partial Discharge Localization using Ultrasonics in Power Transformer Based on Particle Swarm Optimization", IEEE Trans. Dielectr. Electr. Insul., Vol. 15, pp. 492-495, 2008. (Pubitemid 351540661)
36. Chung-Jui Tu, Li-Yeh Chuang, Jun-Yang Chang, and Cheng-Hong Yang, "Feature Selection using PSO-SVM", Int'l. Multiconference Eng. Computer Scientists (IMECS), pp. 138-143, 2006.
37. M. Clerc, Binary Particle Swarm Optimisers: Toolbox, derivations and mathematical insights, http://clerc.maurice.free.fr/pso/, Accessed 2005.
38. L.-Y. Chuang, J.-H. Tsai and C.-H. Yang, "Binary particle swarm optimization for operon prediction", Oxford J., Nucleic Acids Research. Vol. 38, No. 17, pp.1-9, 2010.
39. V.N. Vapnik, The Nature of Statistical Learning Theory, Springer-Verlag, New York, USA, 1995.
40. C.-W. Hsu, C.-C. Chang and C.-J. Lin, "A Practical Guide to Support Vector Classification", Technical report, Department of Computer Science, National Taiwan University, Taiwan, http://www.csie.ntu.edu.tw/cjlin, Accessed 2003.