Fuzzy logic applied to PD pattern classification

IEEE Transactions on Dielectrics and Electrical Insulation

Volumn 7, Issue 1, 2000, Pages 118-123

  Salama, M M A ^a   Bartnikas, R ^b  

^a UNIVERSITY OF WATERLOO   (Canada)

^b HYDRO QUÉBEC   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ELECTRIC INSULATION TESTING; FUZZY SETS; NEURAL NETWORKS; PATTERN RECOGNITION;

PARTIAL DISCHARGE PATTERN CLASSIFICATION;

PARTIAL DISCHARGES;

EID: 0033890095     PISSN: 10709878     EISSN: None     Source Type: Journal    
DOI: 10.1109/94.839349     Document Type: Article

References (22)

1. T. W. Dakin, "The relation of capacitance increase with HVs to internal electric discharges and discharging void volume", IEEE Trans. on Power Apparatus and Systems, Vol. 7, 1959 pp. 790-754.
2. S. Hirabayashi, Y. Shibuya, T. Hasagawa and Y. Iswishi, "Estimation of the size of the voids in oil insulation of rotating machines", IEEE Trans. on Electrical Insulation, Vol .9, 1974, pp. 129-136.
3. R. Bartnikas and J. H. E. Levy, "Improved pulsed discharge rate measuring apparatus for ionization discharge studies at low frequencies", Rev. Scientific Instr., Vol. 37, 1966, pp. 1245-1251.
4. R. Bartnikas, "Some observations on the characterer of corona discharges in short gap spaces", IEEE Trans. on Electrical Insulation, Vol. 6, 1971, pp. 63-75.
5. R. Bartnikas, "Corona Pulse Probability Density Function Measurements on Primary Distribution Power Cables", IEEE Trans. on Power Apparatus and Systems, Vol. 94, pp. 716-723, 1975.
6. H.-G. Kranz and R. Krump, "The Abilities of Self-Operating Expert Systems for Statistical Partial Discharge Analysis of GIS Test Signals", VIth International Symposium of HV Engineering, New Orleans, 1989.
7. H.-G. Kranz and R. Krump, "Partial Discharge Diagnosis Using Statistical Parameter Optimization on a PC-Based System", IEEE Trans. on Electrical Insulation, Vol. 27, 1992, pp. 93-98.
8. E. Gulski and F. H. Kreuger, "Computer Aided Recognition of Discharge Sources", IEEE Trans. on Electrical Insulation, Vol. 27, pp. 82-92.
9. K. Suzuki and T. Endoh, "Paltern Recognition of Partial Discharge in XLPE Using a Neural Network", IEEE Trans. on Electrical Insulation, Vol. 27, 1992, pp. 543-549.
10. A. Schnettler and V. Tryba, "Artificial Self-Organizing Neural Network for Partial Discharge Source Recognition", Archiv für Elektrotechnik, Vol. 76, 1993, pp. 149-154.
11. A. A. Mazroua, M. M. A. Salama and R. Bartnikas, "PD Pattern Recognition with Neural Networks Using the Multi-Layer Perceptron Technique", IEEE Trans. on Electrical Insulation, Vol. 28, 1993, pp. 1082-1089.
12. A. A. Mazroua, K. Bartnikas and M. M. A. Salama, "Discrimination between PD Pulse Shapes Using Different Neural Network Paradigms", IEEE Trans. on Dielectrics and Electrical Insulation, Vol. 1, 1994, pp. 1119-1131.
13. A. A. Mazrona, R. Bartnikas and M. M. A. Salama, "Neural Network System Using the Multi-Layer Perception Technique for the Recognition of PD Pulse Shapes due to Cavities and Electrical Trees", IEEE Trans. on Power Delivery, Vol. 10, 1995, pp. 92-96.
14. D. Dubois and H. Prade, Fuzzy set and Systems: Theory and Applications, Academic Press, Orlando, 1980.
15. E. Cox, The Fuzzy Systems Handbook, AP Professional Press, Cambridge MA, 1994.
16. T. Hucker and H.-G. Kranz, "Requirements of automated PD diagnosis systems for fault identification in noisy conditions", IEEE Trans. Dielectrics and Electrical Insulation, Vol. 2, pp. 544-556, 1995.
17. R. Bartnikas, "Discharge Rate and Energy Loss in Helium at Low Frequencies", Archiv fur Elektrotechnik, Vol. 7, 1969, pp. 348-359.
18. E. J. Van Brunt, "Stochastic Properties of Partial Discharge Phenomena", IEEE Trans. on Electrical Insulation, Vol. 26, 1991, pp. 902-948.
19. D. D. Chang, T. S. Sudarshan and J. K. Thompson, "Analysis of electric stress distribution in cavities embedded within dielectric structures", IEEE Trans. on Electrical Insulation, Vol. 21, 1986, pp. 213-219.
20. J. M. Mendel, "Fuzzy Logic Systems for Engineering: a Tutorial", Proc. IEEE, Vol. 83, 1995, pp. 245-377.
21. M. M. Gupta and T. Yamakawa, Editors, Fuzzy Logic in Knowledge Based Systems, North-Holland Press, Amsterdam, 1988.
22. R. A. Orchard, FuzzyCLIPS V6. 02 A User's Guide, National Research Council of Canada, Ottawa, NRC/ERB-1015, 1995.