Relay protection system of transmission line based on AI

被引:5
|
作者
Zheng, Xiangyu [1 ,2 ]
Jia, Rong [1 ,3 ]
Gong, Linling [4 ]
Aisikaer [5 ]
Ma, Xiping [2 ]
Dang, Jian [1 ]
Lv, Zhihan
机构
[1] Xian Univ Technol, Sch Elect Engn, Xian, Shaanxi, Peoples R China
[2] State Grid GanSu Elect Power Res Inst, Lanzhou, Gansu, Peoples R China
[3] Xian Univ Technol, Energy Intelligence Lab, Xian, Shaanxi, Peoples R China
[4] Lanzhou Petrochem Coll Vocat Technol, Lanzhou, Gansu, Peoples R China
[5] Xinjiang Goldwind Sci & Technol Co Ltd, Urumqi, Xinjiang, Peoples R China
来源
PLOS ONE | 2021年 / 16卷 / 04期
关键词
ARTIFICIAL NEURAL-NETWORK;
D O I
10.1371/journal.pone.0246403
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
With the development of modern power systems, higher requirements are imposed on relay protection technology. Traditional relay protection and fault diagnosis technologies have been unable to meet the requirements of the continuous development of power systems, and relay protection systems based on artificial intelligence(AI) technology have received increasing attention. Therefore, this document first analyses the weaknesses of traditional broadcast line protection and uses the adaptability and self-learning of artificial intelligence(AI); to propose the concept of protection of a relay line based on AI. In combination with the artificial nervous network, the AI-based relay protection system shall be studied and the experimental model shall be developed. This paper validates it with simulation experiments. The research results show that for the analysis of the ANN test results of the subnetwork, the actual output of the subnetwork is very close to the ideal output, and the error does not exceed 0.2%. The system has good performance and high reliability.
引用
收藏
页数:16
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