A linear approach to determining an SVM-based fault locator's optimal parameters

Ingenieria e Investigacion

Volumn 29, Issue 1, 2009, Pages 76-81

  Hernández, Lucas Pérez ^a,b   Flórez, Juan Mora ^a,c   Cebayos, Juan Bedoya ^a  

^a UNIVERSIDAD TECNOLÓGICA DE PEREIRA   (Colombia)

^b UNIVERSIDAD INDUSTRIAL DE SANTANDER   (Colombia)

^c UNIVERSITY OF GIRONA   (Spain)

Author keywords

Euclidean distance norm; Fault location; Linear programming; Support vector machine

Indexed keywords

EID: 77952327447     PISSN: 01205609     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (17)

1. Bazaraa M., Sherali H., Jarvis J., Linear Programming and Network Flows., Second Edition, John Wiley and Sons. 1990.
2. Bazaraa M., Shetty C., Nonlinear Programming: Theory and Algorithms., Second Edition, John Wiley and Sons., 1993.
3. Burges, C., A tutorial on support vector machines for pattern recognition., Data Mining and Knowledge Discovery, 1998, pp. 121-167. (Pubitemid 128695475)
4. Chih, H., Chung, C., Jen, L., Practical guide to support vector classification., Reporte técnico, Department of Computer Science, National Taiwan, Tech. Rep., 2003.
5. Dagenhart, J., The 40-Ground-Fault Phenomenon., IEEE Transactions on Industry Applications, Vol. 36, No. 1, 2000, pp. 30-32.
6. IEEE Distribution System Analysis Subcommittee., Radial Test Feeders., IEEE Standards Board. 1993. (http://www.ewh.ieee.org/soc/pes/dsacom/testfeeders. html)
7. Kecman, V., Learning and Soft Computing: Support Vector machines., Neural Networks, and Fuzzy Logic Models, MIT Press., 2001.
8. Mescal, A., Al-shaher, A., Manar, S., Fault location in multi-ring distribution network using artificial neural network., Electric Power Systems Research, 2003, pp. 87-92
9. Mora, J., Carrillo, G., Pérez, L., Fault location in power distribution systems using ANFIS nets and current patterns., 2006 IEEE PES Transmission and Distribution Conference and Exposition, Caracas, August, 2006.
10. Mora, J., Melendez, J., Carrillo, G. Fault Location in Power Distribution Systems Based on Signal Descriptors., 2006 IEEE 12th International Conference on Harmonics and Quality of Power, Porto, October, 2006.
11. Mora, J., Bedoya, J., Melendez, J., Extensive Events Database Development using ATP and Matlab to Fault Location in Power Distribution Systems., Transmission & Distribution Conference and Exposition: Latin America, TDC '06. IEEE/PES, 2006.
12. Mora, J., Localización de Fallas en Sistemas de Distribución de Energía Eléctrica usando Métodos Basados en el Modelo y Métodos Basados en el Conocimiento., Tesis Doctoral. University of Girona, España. 2006.
13. Mora, J., Carrillo, G., Barrera, B. Fault Location in Power Distribution Systems Using a Learning Algorithm for Multivariable Data Analysis., IEEE Transaction on Power Delivery, Vol. 22, No. 3, July, 2007.
14. Mora, J., Carrillo, G., Meléndez, J., Comparison of impedance based fault location methods for power distribution systems., Electric Power Systems Research. Doi:10.1016/j.epsr.2007.05.010, availabe online 20 July 2007.
15. Purushothama, G., Narendranath, A., Parthasarathy, K., ANN applications in fault locators., International Journal of Electrical Power and Energy Systems, 2001, pp. 491-506.
16. Thukaram, D., Khincha, H., Vijaynarasimha, H., Artificial Neural Network and Support Vector Machine Approach for Locating Faults in Radial. Distribution Systems., IEEE Transactions on Power Delivery, Vol. 20, No. 2, April, 2005, pp. 710-721.
17. Vapnik V., The nature of Statistical Learning Theory., Second Edition, Springer Verlag, 2000.