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Differential Protection of Generator by Using Neural Network,
Fuzzy Neural and Fuzzy Neural Petri Net
Dr. Abduladhem A. Ali, Dr. Abaas H. Abaas, Ahmed Thamer Radhi
Pages - 14 - 27 | Revised - 15-03-2012 | Published - 16-04-2012
MORE INFORMATION
KEYWORDS
Differential protection, generator, internal faults
ABSTRACT
This paper describes Artificial Intelligences techniques for detecting internal faults in a generator. Three techniques uses Neural Net (NN), Fuzzy Neural (FNN) and Fuzzy Neural Petri Net (FNPN) to implements differential protection of generator. MATLAB toolbox has been used for simulations and generation of fault data to training the programs for different faults cases and to implement the relay. Result of different cases studies are presented and compares among three implements techniques.
A. F. Sultan, G. W. Swif and D. J. Fedirchuk. "Detection of High Impedance Arcing Faults Using A Multi-Layer."IEEE Trans., Power Delivery, vol. 7, No. 4, October 1992. | |
A. I. Megahed, and o. p. Malik. "An Artificial neural network based digital differential scheme for synchronous generator stator winding protection." IEEE Transactions on Power Delivery, vol. 14, Jan. 1999. | |
C. J. Mozina. "IEEE Tutorial on the Protection of Synchronous Generators." IEEE Tutorial Course, IEEE Power Engineering Society Special Publ., No. 95 TP102, 1995. | |
C. R. Mason. The Art & Science of Protective Relaying. 2002. | |
D. E. Rumelhart, G. E. Hinton and R. J. Willians. "Learning Internal Representations by Error Propagation." in parallel Distributed Processing: Explorations in the Microstructure of Cognition (eds. Rumelhart and Mcclelland), vol. I, MIT Press, pp. 318-362, 1986. | |
D. Finney. "Dynamic Testing of Generator Protection Using a Model Generator Platform."GE Power Management 215 Anderson Avenue, Markham, Ontario, Canada L6E 1B3, Atlanta, GA, May 1-3, 2002. | |
D. J. Sobajic and Y. H. Pao. "Artificial Neural Net Based Dynamic Security Assessment for Electric Power Systems."IEEE Trans. On Power Systems, Vol. 4, No. 1, pp. 220-224, Feb. 1989. | |
G. Benmouyal, S. Barceloux, and R. Pelletier. "Field experience with a digital relay for synchronous generators." IEEE Transactions on Power Delivery, vol. 7, No. 4, October 1992. | |
J. B. Gupta. A Course in Power System. 2003. | |
M. Kezonuic. "A Survey of Neural Net Application to Protective Relaying and Fault Analysis." Eng. Int. Sys. Vol. 5, No. 4, pp. 185-192, Dec. 1997. | |
M. S. Sachdev (Coordinator)." Microprocessor Relays and Protections Systems." IEEE Totorial Course Text, Power Engineering Society Special Publ. No. 88 EH0269-1-PWR,IEEE, Piscatway, NJ, USA, 1988. | |
Protective Relays Applications Guide. The English Electric Company Limited, Relay Division, Stafford, 1975. | |
R. J. Wai, Ch. Ch. Chu."Robust Petri Fuzzy Neural Network Control for Linear Induction Motor Drive."IEEE trans., vol. 54, pp. 177-189, 2007. | |
T. Dalstein and B. Kulicke. "Neural Network Approach to Fault Classification for High Speed Protective Relaying." IEEE Trans. On Power Delivery, vol. 10, No. 2, pp. 1002-1011, Apr. 1995. | |
T. Murata. "Petri Net: Properties, analysis, applications." in Proc. IEEE, 77, (4), pp. 541-580, 1989. | |
W. Pedrycz and F. Gomide."A Generalized Fuzzy Petri Net Model." IEEE Trans. On Fuzzy Systems, vol. 2, No. 4, November 1994. | |
Z. Moravej and D. N. Vishwakarma."ANN-based Harmonic Restraint Differential Protection of Power Transformer." vol. 84, June 2003. | |
Z. Zhi-hua, and Ch. Shi-fu. "Neural Network Ensemble [J]." Chinese J. Computers, 25(1), pp.1-8, 2002. | |
Professor Dr. Abduladhem A. Ali
- Iraq
Assistant Professor Dr. Abaas H. Abaas
- Iraq
Mr. Ahmed Thamer Radhi
institute - Iraq
dr.ahmed197750@yahoo.com
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