A method for detecting DC fault arcs using a complete ensemble empirical mode decomposition

被引:0
作者
Zhang Qian [1 ]
Wang Yi [1 ]
Xu Wenhao [1 ]
Shen Hongwei [1 ]
Yuan Yidong [1 ]
机构
[1] Beijing Smart Chip Microelectron Technol Co Ltd, Beijing, Peoples R China
来源
2024 IEEE 7TH INTERNATIONAL CONFERENCE ON AUTOMATION, ELECTRONICS AND ELECTRICAL ENGINEERING, AUTEEE | 2024年
关键词
DC Arc; CEMMD; Neural Network; Fault Diagnosis;
D O I
10.1109/AUTEEE62881.2024.10869692
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a method for quickly identifying DC fault arcs in DC power systems. The method focuses on decomposing DC fault arc signals using complete ensemble empirical mode decomposition (CEEMD) technology. By effectively utilizing this algorithm for signal decomposition, the data processing speed is increased, making it easier to obtain frequency band information from the original fault signals. By reducing noise interference, solving mode mixing problems, and improving decomposition efficiency, the method enhances fault identification efficiency and accuracy to a certain extent. Subsequently, the paper constructs feature vectors using permutation entropy and employs a BP neural network fault identification model for fault recognition, significantly improving the accuracy of DC fault arc discrimination.
引用
收藏
页码:181 / 185
页数:5
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