Classification of partial discharge signals using probabilistic neural network

2007 International Conference on Solid Dielectrics, ICSD

Volumn , Issue , 2007, Pages 609-615

  Evagorou, Demetres ^a   Kyprianou, Andreas ^a   Lewin, Paul L ^b   Stavrou, Andreas ^c   Efthymiou, Venizelos ^c   Georghiou, George E ^a  

^a UNIVERSITY OF CYPRUS   (Cyprus)

^b UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

^c Electricity Authority of Cyprus   (Cyprus)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); CONVERGENCE OF NUMERICAL METHODS; DISCHARGE (FLUID MECHANICS); ELECTRIC MACHINE INSULATION; FLUID MECHANICS; IMAGE CLASSIFICATION; LEARNING SYSTEMS; MULTILAYER NEURAL NETWORKS; NEURAL NETWORKS; PARTIAL DISCHARGES; PROBABILITY; TWO PHASE FLOW; WATER PIPELINES;

BAYES CLASSIFIERS; CONVERGENCE (MATHEMATICS); EXPECTED RISK; HIGH-VOLTAGE (HV) EQUIPMENT; INCREMENTAL TRAINING; INPUT VECTORS; INTERNATIONAL CONFERENCES; MISCLASSIFICATION (MC); MULTILAYER (ML); OPTIMALITY; PARTIAL DISCHARGE (PD); PARTIAL DISCHARGE (PD) SIGNALS; POWER CABLING; PROBABILISTIC NEURAL NETWORK (PRNN); PROBABILITY DENSITY FUNCTION (PDF); SOLID DIELECTRICS; TRAINING SPEED;

PROBABILITY DENSITY FUNCTION;

EID: 47349119096     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSD.2007.4290887     Document Type: Conference Paper

References (18)

1. IEC 60270 Partial Discharge Measurements, International Electrotechnical Commission, 2000.
2. N. Sahoo, M. Salama, and R. Bartnikas, "Trends in partial discharge pattern classification: a survey," Dielectrics and Electrical Insulation, IEEE Transactions on, vol. 12, no. 2, pp. 248-264, april 2005.
3. E. Gulski, "Discharge pattern recognition in high voltage equipment," Science, Measurement and Technology, IEE Proceedings-, vol. 142, no. 1, pp. 51-61, January 1995.
4. A. Mazroua, M. Salama, and R. Bartnikas, "Pd pattern recognition with neural networks using the multilayer perceptron technique," Dielectrics and Electrical Insulation, IEEE Transactions on, vol. 28, no. 6, pp. 1082-1089, December 2003.
5. A. Mazroua, M. Salama, and R. Bartnikas, "Discrimination between pd pulse shapes using different neural network paradigms," Dielectrics and Electrical Insulation, IEEE Transactions on, vol. 1, no. 6, pp. 1119-1131, December 1994.
6. M. Salama and R. Bartnikas, "Fuzzy logic applied to pd pattern classification," Dielectrics and Electrical Insulation, IEEE Transactions on, vol. 7, no. 1, pp. 118-123, February 2000.
7. A. Cavallini, G. Montanari, F. Puletti, and A. Contin, "A new methodology for the identification of pd in electrical apparatus: properties and applications," Dielectrics and Electrical Insulation, IEEE Transactions on, vol. 12, no. 2, pp.203-215, April 2005.
8. J. T. Tou and R. C. Gonzalez, Pattern Recognition Principles, Addison-Wesley, 1974.
9. Y. Tian, P. Lewin, A. E. Davies, S. J. Sutton, and S. G. Swingler, "Application of acoustic emission techniques and artificial neural networks to partial discharge classification," in Electrical Insulation, 2002. Conference Record of the 2002 IEEE International Symposium on, June 2002, pp. 119-123.
10. L. Hao, P. Lewin, and S. Dodd, "Comparison of support vector machine based partial discharge identification parameters," in Electrical Insulation, 2006. Conference Record of the 2006 IEEE International Symposium on, June 2006, pp. 110-113.
11. B. Scholkopf and A. Smola, Learning with Kernels: Support Vector Machines, Regularization ,Optimization and Beyond. MIT Press, 2002.
12. D. Evagorou, A. Kyprianou, P. L. Lewin, A. Stavrou, V. Efthyniou, and G. E. Georgiou, "An investigation into the parameters affecting the success of the wavelet packets method for denoising partial discharge signals," in Medpower 2006,November 2006.
13. R. L. Streit and T. E. Luginbuhl, "Maximum likelihood training of probabilistic neural networks," Neural Networks, IEEE Transactions on, vol. 5, pp. 764-783, September 1994.
14. S. J. Press, Applied Multivariate Analysis, Kreiger Publishing, 1982, ch. 13.
15. E. Parzen, "On the estimation of a probability density function and mode," Annals of Mathematical Statistics, vol. 33, pp. 1065-1076, 1962.
16. T. Cacoullos, "Estimation of a multivariate density," Annals of Mathematical Statistics, vol. 18,no. 2, pp. 179-189, 1966.
17. A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum likelihood from incomplete data via the EM algorithm," Annals of Mathematical Statistics, vol. 39, pp. 1-38, 1977.
18. R. B. Murphy, "Non-parametric tolerance limits," Annals of Mathematical Statistics, vol. 19, no. 4,pp. 581-589, December 1948.