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A Study on the Fault Current Discrimination Using Enhanced Fuzzy C-Means Clustering  

Jeong, Jong-Won (동아대 대학원 전기공학과)
Lee, Joon-Tark (동아대 전기공학과)
Publication Information
The Transactions of The Korean Institute of Electrical Engineers / v.57, no.11, 2008 , pp. 2102-2107 More about this Journal
Abstract
This paper demonstrates a enhanced FCM to identify the causes of ground faults in power distribution systems. The discrimination scheme which can automatically recognize the fault causes is proposed using Fuzzy RBF networks. By using the actual fault data, it is shown that the proposed method provides satisfactory results for identifying the fault causes.
Keywords
Fuzzy C-Means clustering; Fault Current; Fuzzy RBF Network; Fault Recorder; phase space;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
Times Cited By SCOPUS : 0
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1 Arun D.K., Computer Vision and Fuzzy - Neual Systems, Prentice Hall PTR, 2001
2 Martin T. Haugan, 'Neural Network Design', PWS Publishing Company, 1996
3 R.L. Cannon, J.V. Dave, and J.C. Bezdk, 'Efficient Implementation of Fuzzy C Means Clustering Algorithm,' IEEE Trans. Pater Anal. & Machine Int., Vol. PAMI-8, No.2, pp. 248-255, 1986   DOI   ScienceOn
4 Aucoin B.M., Hussell B.D., 'Dustribution High Impedance Fault Detection Utlizing High Frequecy Current Components', IEEE Trans. on Power Appartus and Systems Vol. Pas-101, No. 6, pp. 1596-1606, June 1982   DOI   ScienceOn
5 2006 보호계전기 동작상태 분석 보고서, 한국전력공사 송변전처 변전운영팀, 2006
6 이준탁, 정종원, '웨이블릿 변환을 이용한 전력시스템 고장전류의 판별', 조명.설비학회 논문지, 제21권 3호, pp.75-81, 2007, 3월   과학기술학회마을   DOI
7 J. bezdek, 'A convergence theorem for the Fuzzy ISODATA clustering algorithm', IEEE Trans. Pater Anal Machine Intell., Vol. PAMI-2, No. 1, pp.1-8, 1980   DOI   ScienceOn
8 M. L. Kothari, S. Madnari and R. Segal, 'Othogonal Least Square Learning Algorithm Based Radial Basis Function Network Adaptive Power System Stabilizer', Proceedings of IEEE SMC, Vol. 1, pp. 542-547, 1997