SVM Based Fault Location and Classification Using Fuzzy Classifier for PQ Monitoring

被引:0
作者
Shakya, Deepti [1 ]
Singh, S. N. [1 ]
机构
[1] Indian Inst Technol, Dept Elect Engn, Kanpur 208016, Uttar Pradesh, India
来源
2008 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, VOLS 1-11 | 2008年
关键词
Power quality; Power quality disturbance; Support vector machine; Fuzzy classifier;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper presents a practical approach to identify the location of fault in a distribution system. The proposed approach uses measurements available at the substations. Whenever a fault occurs in a system, the direction as well as the magnitude of power change in each phase from the normal condition is used as the input data for the algorithm. Based on this information, support vector machine (SVM) locates fault location that is emanating from a substation end. After Identifying the fault location, the events occurred in the phases is then classified individually with the help of two-stage fuzzy classifier. The results obtained on a practical distribution (radial) system simulated in Matlab simulink and PSCAD show the effectiveness of the proposed algorithm.
引用
收藏
页码:2587 / 2594
页数:8
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