Recognition and Reconstruction of Conduction Leakage Signal via Power Line Based on PSO-SVM Method

被引:2
|
作者
Zhou Changlin [1 ]
Qian Zhisheng [1 ]
Wang Qinmin [1 ]
Yu Daojie [1 ]
Cheng Junping [1 ]
机构
[1] PLA Informat Engn Univ, Zhengzhou 450001, Henan, Peoples R China
基金
中国国家自然科学基金;
关键词
Conducted leakage; Power line; Recognition; Particle Swarm Optimization-Support Vector Mechine (PSO-SVM); Reconstruction;
D O I
10.11999/JEIT171136
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
In order to identify the red signal in the conduction leakage signal of the display power line effectively, a Particle Swarm Optimization-Support Vector Mechine (PSO-SVM) algorithm based on Particle Swarm Optimization (PSO) algorithm for parameter optimization is proposed. Firstly, the conducted leakage signal is filtered, then the PSO-SVM is used to train and classify the conducted leakage signals and compared with the SVM classification. Finally, the display image is reconstructed using PSO-SVM. The result shows that the the red signal can be effectively identified, and the identification rate is significantly higher than the SVM classifier.
引用
收藏
页码:2206 / 2211
页数:6
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