Discrimination between internal faults and other disturbances in transformer using the support vector machine-based protection scheme

IEEE Transactions on Power Delivery

Volumn 28, Issue 3, 2013, Pages 1508-1515

  Shah, A M ^a   Bhalja, ^b  

^a Government Engineering College   (India)

^b Institute of Technology   (India)

Author keywords

Power transformer protection; support vector machine (SVM); wavelet transform

Indexed keywords

COMPARATIVE EVALUATIONS; DIFFERENTIAL PROTECTION; DISCRIMINATION ACCURACY; ENERGY TRANSMISSION; INTERNAL FAULTS; PROTECTION SCHEMES; SIMULATION DATA; SVM CLASSIFIERS;

ELECTRIC FAULT CURRENTS; FEATURE EXTRACTION; POWER TRANSFORMERS; SUPPORT VECTOR MACHINES; WAVELET TRANSFORMS;

TRANSFORMER PROTECTION;

EID: 84880273073     PISSN: 08858977     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPWRD.2012.2227979     Document Type: Article

References (25)

1. P. M. Anderson, Power System Protection. New York: IEEE, 1999.
2. Y. V. V. S. Murty and W. J. Smolinski, "A kalman filter based digital percentage differential and ground fault relay for a 3-phase power transformer," IEEE Trans. Power Del., vol. 5, no. 3, pp. 1299-1308, Jul. 1988.
3. M.-C. Shin, C.-W. Park, and J.-H. Kim, "Fuzzy logic-based relaying for large power transformer protection," IEEE Trans. Power Del., vol. 18, no. 3, pp. 718-724, Jul. 2003.
4. Y. C. Kang, B. E. Lee, S. H. Kang., and P. A. Crossley, "Transformer protection based on the increment of flux linkages," Proc. Inst. Elect. Eng., Gen. Transm. Distrib., vol. 151, no. 4, pp. 548-554, Jul. 2004.
5. M. R. Zaman andM. A. Rahman, "Experimental testing of the artificial neural network based protection of power transformers," IEEE Trans. Power Del., vol. 13, no. 2, pp. 510-517, Apr. 1998.
6. M. Tripathy, R. P. Maheshwari, and H. K. Verma, "Power transformer differential protection based on optimal probabilistic neural network," IEEE Trans. Power Del., vol. 25, no. 1, pp. 102-112, Jan. 2010.
7. J. Faiz and S. Lotfi-Fard, "A novel wavelet-based algorithm for discrimination of internal faults from magnetizing inrush currents in power transformers," IEEE Trans. Power Del., vol. 21, no. 4, pp. 1989-1996, Oct. 2006. (Pubitemid 44593585)
8. E. Vázquez, I. I. Mijares, O. L. Chacón, and A. Conde, "Transformer differential protection using principal component analysis," IEEE Trans. Power Del., vol. 23, no. 1, pp. 67-73, Jan. 2008.
9. Z. Lu,W. H. Tang, T. Y. Ji, and Q. H. Wu, "A morphological scheme for inrush identification in transformer protection," IEEE Trans. Power Del., vol. 24, no. 2, pp. 560-568, Apr. 2009.
10. S. R. Samantaray, B. K. Panigrahi, P. K. Dash, and G. Panda, "Power transformer protection using S-transform with complex window and pattern recognition approach," Inst. Eng. Technol. Gen., Transm. Distrib., vol. 1, no. 2, pp. 278-286, 2007. (Pubitemid 46582795)
11. A. Hooshyar, S. Afsharnia, M. Sanaye-Pasand, and B. M. Ebrahimi, "A new algorithm to identify magnetizing inrush conditions based on instantaneous frequency of differential power signal," IEEE Trans. Power Del., vol. 25, no. 4, pp. 2223-2233, Oct. 2010.
12. S. R. Haung, C. Hong-Tai, C.-C.Wu, C.-Y. Guan, and C. Cheng, "Distinguishing internal winding faults from inrush currents in power transformers using jiles-atherton model parameters based on correlation coefficient," IEEE Trans. Power Del., vol. 27, no. 2, pp. 548-553, Apr. 2012.
13. "User's Guide on PSCAD/EMTDC Power System Simulation Manual," Manitoba-HVDC Research Centre, Winnipeg, MB, Canada, 1997.
14. Amal, Transformer internal fault model, 2010. [Online]. Available: http://bb.pscad.com/showthread.php?2459
15. S. V. Kulkarni and S. A. Khaparde, Transformer Engineering-Design and Practice. New York: Marcel Dekker, 2005.
16. P. Bastard, P. Bertrand, and M. Meunier, "A transformer model for winding fault studies," IEEE Trans. Power Del., vol. 9, no. 2, pp. 690-699, Apr. 1994.
17. S. H. Horowitz and A. G. Phadke, Power System Relaying, 3rd ed. New York: Wiley, 2008, pp. 201-205.
18. T. S. M. Rao, Power System Protection-Static Relays. New Delhi, India: McGraw-Hill, 1979.
19. A. H. Osman and O. P.Malik, "Protection of parallel transmission lines using wavelet transform," IEEE Trans. Power Del., vol. 19, no. 1, pp. 49-55, Jan. 2004.
20. B. Bhalja and R. P. Maheshwari, "Wavelet-based fault classification scheme for a transmission line using a support vector machine," Elect. Power Syst. Compon. Syst., vol. 36, no. 10, pp. 1017-1030, Sep. 2008.
21. N. Cristianini and J. Shawe-Taylor, An Introduction to Support Vector Machines and Other Kernel-Based Learning Methods, 1st ed. Cambridge, U.K.: Cambridge Univ. Press, 2000.
22. C. C. Chang, LIBSVM-A library for support vector machines, 2011. [Online]. Available: http://www.csie.ntu.edu.tw/~cjlin/libsvm/
23. B. Ravikumar, D. Thukaram, and H. P. Khincha, "Application of support vectormachines for fault diagnosis in power transmission system," Inst. Eng. Technol. Gen., Transm. Distrib., vol. 2, no. 1, pp. 119-130, Jan. 2008. (Pubitemid 350280816)
24. "Transformer Protection RET650 ANSI, Application Manual, 1MRK 504 128-UUS, Product version 1.2," ABB Inc., Issued: Mar. 2012.
25. S. Jazebi, B. Vahidi, and M. Jannati, "A novel application of wavelet based SVM to transient phenomena identification of power transformers," Energy Convers. Manage., vol. 52, pp. 1354-1363, 2011.