Power Grid Partitioning Based on Functional Community Structure
Network partitioning is a popular research topic. Not all available partitioning methods are equally suitable for power grids. Community detection is a critical issue in complex network theory, and power grid is a typical type of complex network. This paper proposes a functional community structure...
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doaj-a5a9fd0aafc347649ce84f1a44bb6d592021-03-29T23:17:10ZengIEEEIEEE Access2169-35362019-01-01715262415263410.1109/ACCESS.2019.29486068878124Power Grid Partitioning Based on Functional Community StructureChuanzhi Zhao0Jintang Zhao1Chunchao Wu2Xiaoliang Wang3Fei Xue4https://orcid.org/0000-0003-3567-258XShaofeng Lu5SDIC Baiyin Wind Power Company, Ltd., Lanzhou, ChinaSDIC Baiyin Wind Power Company, Ltd., Lanzhou, ChinaSDIC Baiyin Wind Power Company, Ltd., Lanzhou, ChinaDepartment of Electrical and Electronic Engineering, Xi’an Jiaotong-Liverpool University, Suzhou, ChinaDepartment of Electrical and Electronic Engineering, Xi’an Jiaotong-Liverpool University, Suzhou, ChinaShien-Ming Wu School of Intelligent Engineering, Guangzhou International Campus, South China University of Technology, Guangzhou, ChinaNetwork partitioning is a popular research topic. Not all available partitioning methods are equally suitable for power grids. Community detection is a critical issue in complex network theory, and power grid is a typical type of complex network. This paper proposes a functional community structure based on an extended weighted network model. An extended adjacency matrix is used to represent an extended weighted complex network model based on coupling strength rather than the conventional adjacency matrix. Meanwhile, we upgraded the Newman fast algorithm of community detection for establishing a novel power grid partitioning algorithm. The electrical coupling strength (ECS) is defined to better reflect electrical characteristics between any two nodes in power grid. Modularity is also redefined as electrical modularity based on ECS. The Newman fast algorithm is upgraded with electrical modularity maximization as the objective to detect functional communities in power grids. A case study on IEEE test systems with 30, 39, 118, 300 buses and one Italian power network demonstrates the rationality of the extended weighted network model and partitioning algorithm.https://ieeexplore.ieee.org/document/8878124/Complex networkcommunity detectionpower grid partitionelectrical coupling strengthNewman fast algorithmfunctional community |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Chuanzhi Zhao Jintang Zhao Chunchao Wu Xiaoliang Wang Fei Xue Shaofeng Lu |
spellingShingle |
Chuanzhi Zhao Jintang Zhao Chunchao Wu Xiaoliang Wang Fei Xue Shaofeng Lu Power Grid Partitioning Based on Functional Community Structure IEEE Access Complex network community detection power grid partition electrical coupling strength Newman fast algorithm functional community |
author_facet |
Chuanzhi Zhao Jintang Zhao Chunchao Wu Xiaoliang Wang Fei Xue Shaofeng Lu |
author_sort |
Chuanzhi Zhao |
title |
Power Grid Partitioning Based on Functional Community Structure |
title_short |
Power Grid Partitioning Based on Functional Community Structure |
title_full |
Power Grid Partitioning Based on Functional Community Structure |
title_fullStr |
Power Grid Partitioning Based on Functional Community Structure |
title_full_unstemmed |
Power Grid Partitioning Based on Functional Community Structure |
title_sort |
power grid partitioning based on functional community structure |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2019-01-01 |
description |
Network partitioning is a popular research topic. Not all available partitioning methods are equally suitable for power grids. Community detection is a critical issue in complex network theory, and power grid is a typical type of complex network. This paper proposes a functional community structure based on an extended weighted network model. An extended adjacency matrix is used to represent an extended weighted complex network model based on coupling strength rather than the conventional adjacency matrix. Meanwhile, we upgraded the Newman fast algorithm of community detection for establishing a novel power grid partitioning algorithm. The electrical coupling strength (ECS) is defined to better reflect electrical characteristics between any two nodes in power grid. Modularity is also redefined as electrical modularity based on ECS. The Newman fast algorithm is upgraded with electrical modularity maximization as the objective to detect functional communities in power grids. A case study on IEEE test systems with 30, 39, 118, 300 buses and one Italian power network demonstrates the rationality of the extended weighted network model and partitioning algorithm. |
topic |
Complex network community detection power grid partition electrical coupling strength Newman fast algorithm functional community |
url |
https://ieeexplore.ieee.org/document/8878124/ |
work_keys_str_mv |
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1724189804173721600 |