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The Risk Quantification Evaluation Strategy for the Distribution Line based on EMLR

Authors :
Xuesong Tang
Bin Wu
Guangming Yu
Fulai Fan
Jinyu Qu
Hongjiang Du
Yunhan Wang
Source :
E3S Web of Conferences, Vol 236, p 01005 (2021)
Publication Year :
2021
Publisher :
EDP Sciences, 2021.

Abstract

The electric power distribution grid directly serves the ordinary users, the stability and reliability of which are crucial to production and life. The traditional operation and maintenance of the distribution grid is based on experience and cannot scientifically predict the state of line faults. In this paper, stepwise regression is used to screen out 8 key influencing factors of line faults, and principal component analysis is performed to find the risk value of each line; so that establishes multiple linear and exponential regression equations for the line risk value. According to the existing data, the risk of the line is predicted, and the GABP neural network model is built so as to accurately predict the risk value of the line.

Subjects

Subjects :
Environmental sciences
GE1-350

Details

Language :
English, French
ISSN :
22671242
Volume :
236
Database :
Directory of Open Access Journals
Journal :
E3S Web of Conferences
Publication Type :
Academic Journal
Accession number :
edsdoj.5d29f28a3684219945b8b0356cce6da
Document Type :
article
Full Text :
https://doi.org/10.1051/e3sconf/202123601005