Power Grid Partitioning Based on Functional Community Structure

被引:28
|
作者
Zhao, Chuanzhi [1 ]
Zhao, Jintang [1 ]
Wu, Chunchao [1 ]
Wang, Xiaoliang [2 ]
Xue, Fei [2 ]
Lu, Shaofeng [3 ]
机构
[1] SDIC Baiyin Wind Power Co Ltd, Lanzhou 730000, Gansu, Peoples R China
[2] Xian Jiaotong Liverpool Univ, Dept Elect & Elect Engn, Suzhou 215123, Peoples R China
[3] South China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou Int Campus, Guangzhou 511442, Guangdong, Peoples R China
来源
IEEE ACCESS | 2019年 / 7卷
关键词
Power grids; Partitioning algorithms; Couplings; Transmission line matrix methods; Complex networks; Impedance; Clustering algorithms; Complex network; community detection; power grid partition; electrical coupling strength; Newman fast algorithm; functional community; NETWORK; SYSTEM; REAL;
D O I
10.1109/ACCESS.2019.2948606
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:152624 / 152634
页数:11
相关论文
共 50 条
  • [21] Research on the Optimization Strategy of 220kV Power Grid Based on the Partitioning Connecting Channel
    Yang Jianlin
    Zhang Mengyao
    Qiao Weidong
    Huang Yichao
    Fei Fei
    Guo Mingxing
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON SMART GRID AND SMART CITIES (ICSGSC), 2017, : 215 - 220
  • [22] On Optimal Grid Partitioning for Distributed Optimization of Reactive Power Dispatch
    Murray, Alexander
    Kyesswa, Michael
    Cakmak, Huseyin
    Hagenmeyer, Veit
    [J]. 2021 IEEE POWER & ENERGY SOCIETY INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT), 2021,
  • [23] Strategic Bidding in Electricity Markets: A Power Grid Partitioning Approach
    Chen, Lixia
    Feng, Donghan
    Ghamkhari, Mahdi
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2019, : 704 - 711
  • [24] Adaptive Grid Partitioning Considering Power Supply and Load Distribution
    Yao, Gang
    Zhang, Youqian
    Zhang, Tao
    Ma, Qinfeng
    Chen, Jinlong
    [J]. IEEE ACCESS, 2022, 10 : 111066 - 111076
  • [25] PMU Placement with Power Grid Partitioning for Line Outage Detection
    Alhalaseh, Rana
    Tokel, Halil Alper
    Chakraborty, Subhodeep
    Alirezaei, Gholamreza
    Mathar, Rudolf
    [J]. 2019 4TH INTERNATIONAL CONFERENCE ON SMART AND SUSTAINABLE TECHNOLOGIES (SPLITECH), 2019, : 353 - 358
  • [26] PLANT COMMUNITY STRUCTURE - SPATIAL PARTITIONING OF RESOURCES
    WESTMAN, WE
    [J]. ECOLOGICAL STUDIES, 1983, 43 : 417 - 445
  • [27] Intelligent partitioning method for free-form grid structure based on generative adversarial networks
    HOU, Jiang-Jun
    Lu, Jinyu
    Zhai, Xiaowei
    Chen, Chen
    Xu, Ximing
    Yang, Shoufan
    [J]. Advanced Engineering Informatics, 2025, 64
  • [28] Community detection based on local topological information and its application in power grid
    Chen, Zengqiang
    Xie, Zheng
    Zhang, Qing
    [J]. NEUROCOMPUTING, 2015, 170 : 384 - 392
  • [29] The Power Grid Fault Diagnosis Based On the Abnormal Changes of the grid structure and the Dynamic Fault Tree
    Zhang, Xu
    Zhao, Dongmei
    Qiu, Chen
    Liu, Jiadong
    [J]. MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION, PTS 1 AND 2, 2011, 48-49 : 1282 - 1285
  • [30] POWER AND COMMUNITY STRUCTURE
    ROSSI, PH
    [J]. MIDWEST JOURNAL OF POLITICAL SCIENCE, 1960, 4 (04): : 390 - 401