Neuro-fuzzy-based scheme for stator winding protection of synchronous generator

Electric Power Components and Systems

Volumn 37, Issue 5, 2009, Pages 560-576

  Bhalja, Bhavesh ^a   Maheshwari, R P ^a   Nema, Saurabh ^a   Verma, H K ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY ROORKEE   (India)

Author keywords

Artificial neural network; Fuzzy logic; Generator protection

Indexed keywords

ARTIFICIAL NEURAL NETWORK; DECISION MAKERS; EXTERNAL FAULT; FIELD CURRENTS; GENERATOR PROTECTION; INTERNAL FAULTS; NEURO-FUZZY; OPERATING STATE; PSCAD/EMTDC; STATOR WINDING;

BACKPROPAGATION; ELECTRIC EQUIPMENT PROTECTION; FAULT DETECTION; FUZZY SETS; NEURAL NETWORKS; SYNCHRONOUS GENERATORS; SYNCHRONOUS MACHINERY;

FUZZY LOGIC;

EID: 70349482808     PISSN: 15325008     EISSN: 15325016     Source Type: Journal    
DOI: 10.1080/15325000802599403     Document Type: Article

References (19)

1. Date, M. A., Oza, B. A., and Nair, N. C., Power System Protection, Anand, Gujarat, India: Bharti Prakason, 2002.
2. Horowitz, S. H., and Phadke, A. G., Power System Relaying, New York: John Wiley & Sons, 1996.
3. Hope, G. S., Dash, P. K., and Malik, O. P., "Digital differential protection of a generating unit: Scheme and real-time test results," IEEE Trans. Power Apparatus Syst., Vol.96, No.2, pp. 502-512, March/April 1977.
4. Dash, P. K., Malik, O. P., and Hope, G. S., "Fast generator protection against internal asymmetrical faults," IEEE Trans. Power Apparatus Syst., Vol.96, No.5, pp. 1498-1506, September/ October 1977.
5. Park, Y. M., and Kim, G. W., "A logic based expert system for fault diagnosis of power systems," IEEE Trans. Power Syst., Vol.12, pp. 363-369, December 1994.
6. Penman, J., and Jiang, H., "The detection of stator and rotor winding short circuits in synchronous machines by analyzing excitation current harmonics," Proceedings of the IEE International Conference on Opportunities and Advances in International Power Generation, No.419, pp. 137-142, Durham, UK, 18-20 March 1996.
7. Shutingg,W., Heming, L., Yonggang, L., and Yi, W., "The diagnosis method of generator rotor winding inter-turn short circuit fault based on exciting current harmonics," Conf. Rec. IEEE 5th Int. Conf. Power Electron. Drive Syst., Vol.2, pp. 1669-1673, 17-20 November 2003.
8. Yonggang, L., Hua, Z., and Heming, L., "The new method on rotor winding inter-turn short circuit fault measure of turbine generator," Conf. Rec. IEEE Int. Conf. Elect. Mach. Drives, Vol.3, pp. 1483-1487, 1-4 June 2003.
9. Sidhu, T. S., Sunga, B., and Sachdev,M. S., "A digital technique for stator winding protection of synchronous generators," Int. J. Elect. Power Syst. Res., Vol.36, No.1, pp. 45-55, January 1996.
10. Megahed, A. I., and Malik, O. P., "An artificial neural network based digital differential protection scheme for synchronous generator stator winding protection," IEEE Trans. Power Delivery, Vol.14, No.1, pp. 86-93, January 1999.
11. Darwish, H. A., and Taalab, A.-M. I., "Development and implementation of an ANN-based fault diagnosis scheme for generator winding protection," IEEE Trans. Power Delivery, Vol.16, No.2, pp. 208-214, April 2001.
12. Sidhu, T. S., Singh, H., and Sachdev,M. S., "Design, implementation and testing of an artificial neural network based fault direction discriminator for protecting transmission lines," IEEE Trans. Power Delivery, Vol.2, No.10, pp. 697-706, April 1995.
13. Ozgonenel, O., Arisoy, E., Khan, M. A. S. K., and Rahman, M. A., "A wavelet power based algorithm for synchronous generator protection," IEEE Power Engineering Society General Meeting, Montréal, Québec, Canada, 18-22 June 2006.
14. Wisznieski, A., and Kasztenny B., "A multi-criteria differential transformer relay based on fuzzy logic," IEEE Trans. Power Delivery, Vol.10, No.4, pp. 1786-1792, October 1995.
15. Megahed, A. I., and Malik, O. P., "Simulation of internal faults in synchronous generators," IEEE Trans. Energy Conversion, Vol.14, No.4, pp. 1306-1311, December 1999.
16. Megahed, A. I., and Malik, O. P., "Synchronous generator internal fault computation and experimental verification," IEE Proc. Generat. Transm. Distrib., Vol.145, No.5, pp. 604-610, September 1998.
17. PSCAD/EMTDC Manual, "Getting Started," Winnipeg, Manitoba, Canada: Manitoba HVDC Research Centre Inc., January 2001.
18. Sidhu, T. S., Mital, L., and Sachdev, M. S., "A comprehensive analysis of an artificial neuralnetwork based fault direction discriminator," IEEE Trans. Power Delivery, Vol.19, No.3, pp. 1042-1048, July 2004.
19. Tomsovic, K., and Chow, M. Y. (Eds.), "Tutorial on fuzzy logic applications in power systems, IEEE tutorial course," IEEE Power Engineering Society Winter Meeting, Singapore, 23-27 January 2000.