Application of RBF neural network to fault classification and location in transmission lines

IEE Proceedings: Generation, Transmission and Distribution

Volumn 151, Issue 2, 2004, Pages 201-212

  Mahanty, R N ^a   Dutta Gupta, P B ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY   (India)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMPUTER SIMULATION; ELECTRIC FAULT CURRENTS; ELECTRIC POTENTIAL; ELECTRIC POWER SYSTEMS; ERROR ANALYSIS; MATHEMATICAL MODELS; MATHEMATICAL TRANSFORMATIONS; MATRIX ALGEBRA; RADIAL BASIS FUNCTION NETWORKS; VECTORS;

FAULT CLASSIFICATION; FAULT POINT RESISTANCE;

ELECTRIC LINES;

EID: 1942503972     PISSN: 13502360     EISSN: None     Source Type: Journal    
DOI: 10.1049/ip-gtd:20040098     Document Type: Conference Paper

References (18)

1. 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 Deliv., 1995, 10, (2), pp. 647-706
2. Coury, D.V., and Jorge, D.C.: 'Artificial neural network approach to distance protection of transmission lines', IEEE Trans. Power Deliv., 1998, 13, (1), pp. 102-108
3. Khaparde, S.A., Warke, N., and Agarwal, S.H.: 'An adaptive approach in distance protection using an artificial neural network', Electr. Power Syst. Res., 1996, 37, pp. 39-44
4. Dalstein, T., Friedrich, T., Kuliche, B., and Sobajic, D.: 'Multi neural network based fault area estimation for high speed protective relaying', IEEE Trans. Power Deliv., 1996, 11, (2), pp. 740-747
5. Venkatesan, R., and Balamurugan, B.: 'A real time hardware fault detector using an artificial neural network for distance protection', IEEE Trans. Power Deliv., 2001, 16, (1), pp. 75-82
6. Song, Y.H., Johns, A.T., and Xuan, Q.Y.: 'Artificial neural network based protection scheme for controllable series compensated E H V transmission line', IEE Proc., Gener. Transm. Distrib., 1996, 143, (6), pp. 535-540
7. Dalstein, T., and Kuliche, B.: 'Neural network approach to fault classification for high speed protective relaying', IEEE Trans. Power Deliv., 1995, 10, (2), pp. 1002-1011
8. Narendra, K.G., Sood, V.K., Khorasani, K., and Patel, R.: 'Application of radial basis function (RBF) neural network for fault diagnosis in a HVDC system', IEEE Trans. Power Syst., 1998, 13, (1), pp. 177-183
9. Song, Y.H., Xuan, Q.Y., and Johns, A.T.: 'Protection scheme for E H V transmission systems with thyristor controlled series compensation using radial basis function neural networks', Electr. Mach. Power Syst., 1997, 25, pp. 553-565
10. Dash, P.K., Pradhan, A.K., and Panda, G.: 'Application of minimal radial basis function neural network to distance protection', IEEE Trans. Power Deliv., 2001, 16, (1), pp. 68-74
11. Lin, W., Yang, C., Lin, J., and Tsay, M.: 'A fault classification method by RBF neural network with OLS learning procedure', IEEE Trans. Power Deliv., 2001, 16, (4), pp. 473-477
12. Zahra, F., Jeyasurya, B., and Quiacoe, J.E.: 'High speed transmission line relaying using artificial neural networks', Electr. Power Syst. Res., 2000, 53, pp. 173-179
13. 'Transients analysis program for power and power electronic circuits'. Microtran Reference Manual', (Microtran Power System Analysis Corporation, Vancouver, Canada, 1997)
14. Demuth, H., and Beale, M.: 'Neural network toolbox for use with Matlab', (The Mathworks, Inc., USA, 1996)
15. Chen, S., Cowan, C.F.N., and Grant, P.M.: 'Orthogonal least squares learning algorithm for radial basis function networks', IEEE Trans. Neural Netw., 1991, 2, (2), pp. 302-309
16. Chen, S., Grant, P.M., and Cowan, C.F.N.: 'Orthogonal least squares algorithm for training multioutput radial basis function networks', IEE Proc. C Gener. Transm. Distrib., 1992, 139, (6), pp. 378-384
17. Mahanty, R.N., and Dutta Gupta, P.B.: Two novel schemes based on wavelet analysis and artificial neural network for detection and classification of transmission line faults'. Proc. Int. Conf. on Integrated Protection, Control and Communication: Experience, Benefits and Trends, New Delhi, India, 10-12 October 2001, pp. X-23-X-29
18. Phadke, A.G., and Thorp, J.S.: 'Computer relaying for power systems' (Research Studies Press Ltd., Taunton, England, 1988)