Research on electric vehicle distribution network map segmentation method

This paper proposes a distribution network graph segmentation method that aims to optimize the charging strategy of electric vehicles to reduce the impact on the grid and improve the overall efficiency. The study first builds a charging demand model for electric vehicles, and then uses Louvain's algorithm and spectral clustering algorithm to segment the distribution network into communities to identify and isolate high-demand areas. Finally, the quality of segmentation is determined by solving for modularity.

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Publication Details

Published
2025-05-07
DOI
https://doi.org/10.1117/12.3060041
Citations
1
Primary Topic
Advanced Algorithms and Applications
Type
article
Field-Weighted Citation Impact
1.21
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article

Research on electric vehicle distribution network map segmentation method

Enqiu He, Cheng Zhao, Yu Shi, Xinhong Wang et al.
1 citations
Advanced Algorithms and Applications
1.21
article

Research on electric vehicle distribution network map segmentation method

Enqiu He, Cheng Zhao, Yu Shi, Xinhong Wang, Xuefeng Gao
article en
1 citations

Abstract

This paper proposes a distribution network graph segmentation method that aims to optimize the charging strategy of electric vehicles to reduce the impact on the grid and improve the overall efficiency. The study first builds a charging demand model for electric vehicles, and then uses Louvain's algorithm and spectral clustering algorithm to segment the distribution network into communities to identify and isolate high-demand areas. Finally, the quality of segmentation is determined by solving for modularity.

North China Electric Power University (CN), Jilin Electric Power Research Institute (China) (CN)
Openalex Percentile: Top 22%
Advanced Algorithms and Applications
1.21
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Research on electric vehicle distribution network map segmentation method — Enqiu He, Cheng Zhao, et al. · (2025) | TGRS Research Map | TGRS