Fault location in a series compensated transmission line based on wavelet packet decomposition and support vector regression

Electric Power Systems Research

Volumn 81, Issue 7, 2011, Pages 1258-1265

  Yusuff, A A ^a   Fei, C ^a,b   Jimoh, A A ^a   Munda, J L ^a  

^a TSHWANE UNIVERSITY OF TECHNOLOGY   (South Africa)

^b Department of Automation   (China)

Author keywords

Fault location; Support vector machine; Support vector regression; Wavelets packet decomposition

Indexed keywords

FAULT FEATURE; FAULT IMPEDANCES; FAULT INCEPTION ANGLES; FAULT LOCATION; FAULT RESISTANCES; FAULT SIGNAL; LOCATION OF FAULT; POWER SYSTEMS; SERIES COMPENSATED TRANSMISSION LINES; SINGLE END MEASUREMENT; SUPPORT VECTOR REGRESSION; SUPPORT VECTOR REGRESSIONS; TRANSMISSION LINE; TRANSMISSION LINE FAULT LOCATION; WAVELET PACKET DECOMPOSITION; WAVELET PACKET DECOMPOSITIONS; WAVELETS PACKET DECOMPOSITION;

ELECTRIC LINES; LOW PASS FILTERS; REGRESSION ANALYSIS; TRANSMISSION LINE THEORY; VECTORS; WAVELET ANALYSIS; WAVELET DECOMPOSITION;

ELECTRIC POWER TRANSMISSION;

EID: 79956144722     PISSN: 03787796     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.epsr.2010.12.016     Document Type: Article

References (33)

1. R.K. Aggarwal, Y. Aslan, and A.T. Johns New concept in fault location for overhead distribution systems using superimposed components Generation, Transmission and Distribution, IEE Proceedings 144 1997 309 316
2. Z. Chen, and J.C. Maun Artificial neural network approach to single-ended fault locator for transmission lines IEEE Transactions on Power Systems 15 2000 370 375
3. H. Heng, Z. Xu, Ba. Hui, and Zhi L. Lai A novel principle of single-ended fault location technique for ehv Power Engineering Review IEEE 22 2002 61 161
4. H.X. Ha, B.H. Zhang, and Z.L. Lv A novel principle of single-ended fault location technique for ehv transmission lines IEEE Transactions on Power Delivery 18 2003 1147 1151
5. D. Spoor, and J.G. Zhu Improved single-ended traveling-wave fault-location algorithm based on experience with conventional substation transducers IEEE Transaction on Power Delivery 21 2006 1714 1720 (Pubitemid 43994784)
6. G.M. Espana, J.M. Florez, and H.V. Torres Elimination of multiple estimation for fault location in radial power systems by using fundamental single-end measurements IEEE Transactions on Power Delivery 24 2009 1382 2138
7. M. Abe, N. Otsuzuki, T. Emura, and M. Takeuchi Development of a new fault location system for multi-terminal single transmission lines IEEE Transactions on Power Delivery 10 1995 159 168
8. T. Funabashi, H. Otoguro, Y. Mizuma, T. Kai, N. Takeuchi, S. Akiyama, L. Dube, and A. Ametani Digital fault location for high resistance grounded transmission lines IEEE Transactions on Power Delivery 14 1999 80 85
9. T. Funabashi, H. Otoguro, Y. Mizuma, L. Dube, and A. Ametani Digital fault location for parallel double-circuit multi-terminal transmission lines IEEE Transactions on Power Delivery 15 2000 531 537
10. Y. Liao New fault location approach using voltage measurements SoutheastCon, 2007. Proceedings. IEEE, March 2007 407 412
11. T. Kawady, and J. Stenzel A practical fault location approach for double circuit transmission lines using single end data IEEE Transactions on Power Delivery 18 2003 1166 1173
12. L.M. Popovic A digital fault-location algorithm taking into account the imaginary part of the grounding impedance at the fault place IEEE Transactions on Power Delivery 18 2003 1489 1496
13. J. Izykowski, E. Rosolowski, and M.M. Saha Locating faults in parallel transmission lines under availability of complete measurements at one end Generation, Transmission and Distribution, IEE Proceedings 151 2004 268 273
14. K. Zimmerman, and D. Costello Impedance-based fault location experience. Protective Relay Engineers, 2005 58th Annual Conference 2005 211 226 (Pubitemid 43804194)
15. M.S. Choi, S.J. Lee, S.I. Lim, D.S. Lee, and X. Yang A direct three-phase circuit analysis-based fault location for line-to-line fault IEEE Transactions on Power Delivery 22 2007 2541 2547 (Pubitemid 47542829)
16. Y. Liao Fault location for single-circuit line based on bus-impedance matrix utilizing voltage measurements IEEE Transactions on Power Delivery 23 2008 609 617 (Pubitemid 351546109)
17. E.S. Eldin, and P. McLaren Traveling wave distance protection-problem areas and solutions IEEE Transaction on Power Delivery 3 1988 894 902
18. M.R. Haghifam, A.R. Sedighi, and O.P. Malik Development of a fuzzy inference system based on genetic algorithm for high-impedance fault detection. Generation Transmission and Distribution, IEE Proceedings 153 2006 359 367
19. S.M. Brahma, and A.A. Girgis Fault location on a transmission line using synchronized voltage measurements IEEE Transactions on Power Delivery 19 2004 1619 1622
20. C. Aguilera, E. Orduna, and G. Ratta Adaptive noncommunication protection based on traveling waves and impedance relay IEEE Transactions on Power Delivery 21 2006 1154 1162 (Pubitemid 43983637)
21. M. Reddy, and D.K. Mohanta Performance evaluation of an adaptive-network-based fuzzy inference system approach for location of faults on transmission lines using monte carlo simulation IEEE Transactions on Fuzzy Systems 16 2008 909 919
22. M. Joorabian, S.M.A. Taleghani Asl, and R.K. Aggarwal Accurate fault locator for ehv transmission lines based on radial basis function neural networks Electric Power Systems Research 71 2004 195 202
23. S.R. Samantaray, P.K. Dash, and G. Panda Fault classification and location using hs-transform and radial basis function neural network Electric Power Systems Research 76 2006 897 905
24. S.R. Samantaray, P.K. Dash, and G. Panda Distance relaying for transmission line using support vector machine and radial basis function neural network International Journal of Electrical Power & Energy Systems 29 2007 551 556 (Pubitemid 46935953)
25. F. Chunju, K.K. Li, W.L. Chan, Y. Weiyong, and Z. Zhaoning Application of wavelet fuzzy neural network in locating single line to ground fault (slg) in distribution lines International Journal of Electrical Power & Energy Systems 29 2007 497 503 (Pubitemid 46367882)
26. S. Ekici, S. Yildirim, and M. Poyraz A transmission line fault locator based on elman recurrent networks Applied Soft Computing 9 2009 341 347
27. S. Ekici, S. Yildirim, and M. Poyraz Energy and entropy-based feature extraction for locating fault on transmission lines by using neural network and wavelet packet decomposition Expert Systems with Applications 34 2008 2937 2944 (Pubitemid 351173798)
28. W. Ting, Y.G. Zheng, Y. Bang-hua, and S. Hong EEG feature extraction based on wavelet packet decomposition for brain computer interface Measurement 41 2008 618 625 (Pubitemid 351694389)
29. M.A. Hearst, S.T. Dumais, E. Osman, J. Platt, and B. Scholkopf Support vector machines Intelligent Systems and their Applications, IEEE 13 1998 18
30. V. Vapnik The Nature of Statistical Learning Theory 1995 Springer
31. S.R. Gunn, Support Vector Machines for Classification and Regression Technical Report, University of Southampton, 1998.
32. V. Vapnik, S. Golowich, and A. Smola Support vector method for function approximation, regression estimation, and signal processing Advances in Neural Information Processing Systems 9 1997 281 287
33. A. Smola, Regression estimation with support vector learning machines, Master's Thesis, Technische Universitat Munchem, Physik Department, 1996, pp. 18-27.