A fault classification method by RBF neural network with OLS learning procedure

被引:99
作者
Lin, WM [1 ]
Yang, CD
Lin, JH
Tsay, MT
机构
[1] Natl Sun Yat Sen Univ, Dept Elect Engn, Kaohsiung, Taiwan
[2] Cheng Shiu Inst Technol, Dept Elect Engn, Kaohsiung, Taiwan
关键词
back-propagation (BP) neural network; fault classification; orthogonal least-squares (OLS) learning procedure; radial basis function (RBF) neural network;
D O I
10.1109/61.956723
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a new approach to identify fault types and phases. A fault classification method based on a radial basis function (RBF) neural network with orthogonal-least-square (OLS) learning procedure was used to identify various patterns of associated voltages and currents. The RBF neural network was also compared with the back-propagation (BP) neural network in this paper. It is shown that the RBF approach can provide a fast and precise operation for various faults. The simulation results also show that the proposed approach can be used as an effective tool for high speed relaying.
引用
收藏
页码:473 / 477
页数:5
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