Transient voltage stability and voltage sag discrimination by matching pursuit-based transient modeling and neural networks

被引:0
作者
Vera-Candeas, P
Ruiz-Reyes, N
Jurado, F
机构
[1] Univ Jaen, Escuela Politecn Super, Dept Elect Engn, Jaen 23700, Spain
[2] Univ Jaen, Dept Elect, Jaen, Spain
关键词
induction motor drives; load modeling; atomic decomposition; transient modeling; matching pursuit; neural network;
D O I
10.1080/15325000500241126
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 article presents a method to discriminate between transient voltage stability and voltage sag. Transient modeling based on matching pursuit with an overcomplete dictionary of wavelet functions is a powerful tool in the analysis of the transient phenomena in power systems because of its ability to accurately represent them in both time and frequency domains with a minimum amount of information. This is a desirable feature when looking for accuracy and computational cost, as discrimination is performed by combining the information provided by the signal analysis tool with a neural network. In our approach, the information provided by the matching pursuitbased transient modeling stage is applied to train a neural network in a fast and accurate fashion. The simulated results presented clearly show that the proposed technique can discriminate accurately between transient voltage stability and voltage sag in power system protection with low computation cost.
引用
收藏
页码:321 / 341
页数:21
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