Research Review of the Knowledge Graph and its Application in Power System Dispatching and Operation

被引:3
|
作者
Chen, Junbin [1 ]
Lu, Guanhua [1 ]
Pan, Zhenning [1 ]
Yu, Tao [1 ]
Ding, Maosheng [2 ]
Yang, Huibiao [2 ]
机构
[1] South China Univ Technol, Coll Elect Power, Guangzhou, Peoples R China
[2] State Grid Ningxia Elect Power Co, Yinchuan Ningxia Hui Autonomous Reg, Guyuan, Ningxia, Peoples R China
关键词
knowledge graph; knowledge graph construction; power systems; dispatching operation; application framework; FAULT-DIAGNOSIS; REPRESENTATION; INFORMATION; ALGORITHMS; WISDOM; DESIGN;
D O I
10.3389/fenrg.2022.896836
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
With the construction of a new power system and the proposal of a double carbon goal, power system operation data are growing explosively, and the optimization of power system dispatching operation is becoming more and more complex. Relying on traditional pure manual dispatching is difficult to meet the dispatching needs. The emerging knowledge graph technology in the field of the artificial intelligence technology is one of the effective methods to solve this problem. Because the topological structure of the power system itself is consistent with the relational structure of graph theory, through the establishment of a relevant knowledge graph, the real operating state of the power system can be restored to the maximum extent by effectively preserving the correlation implicit in the data. Meanwhile, expressing the hidden knowledge in the power system dispatching operation in the form of a knowledge graph has become the focus of research at home and abroad. This study summarizes the development of the knowledge graph technology from the aspects of knowledge extraction, knowledge representation learning, knowledge mining, knowledge reasoning, knowledge fusion, and the application of knowledge graph and introduces the application and prospect of knowledge graph in the power system dispatching operation from the aspects of the auxiliary optimization decision, vertical risk control, operation mode analysis, optimization model improvement experience, and super regulation parameters.
引用
收藏
页数:11
相关论文
共 50 条
  • [31] Research on Knowledge Graph Application Technology
    Chen, Xueli
    Chen, Xueli
    2018 INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS AND CONTROL ENGINEERING (ISPECE 2018), 2019, 1187
  • [32] The Application of Multi-Agent in Dispatching Operation Order System
    Zhou Shan
    Cai Chang-qing
    PROCEEDINGS OF 2012 7TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION, VOLS I-VI, 2012, : 114 - 117
  • [33] Research on Application Mode of Integrated Simulation in Power System Operation
    Xue, Jiarui
    Chen, Xiangzhou
    Ding, Huixia
    Xu, Huanhuan
    PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON COMPUTER MODELING AND SIMULATION (ICCMS 2018), 2017, : 304 - 307
  • [34] Research on management and application of wind power data based on knowledge graph technology
    Lü M.
    Duan B.
    Jiang H.
    Deng D.
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2021, 49 (06): : 167 - 173
  • [35] Constructing the knowledge base of training experts for power network dispatching operation mode
    Qian Feng
    Fan Youping
    Ai Yunfei
    Liu Chen
    ADVANCES IN CHEMICAL, MATERIAL AND METALLURGICAL ENGINEERING, PTS 1-5, 2013, 634-638 : 3887 - 3892
  • [36] Research on Hazard Analysis and Control Strategy of Power System Dispatching Operation Based on Information Fusion Technology
    He X.
    Zuo J.
    Yang Y.
    Zhang S.
    Yang M.
    Chen Y.
    Lan X.
    Liu F.
    Applied Mathematics and Nonlinear Sciences, 2024, 9 (01)
  • [37] The characteristic polynomial of a graph operation and its application
    Liu, Jia-Bao
    Pan, Xiang-Feng
    Gong, Shicai
    ARS COMBINATORIA, 2018, 137 : 249 - 255
  • [38] Research on Optimal Dispatching Approach on Power System Flexibility
    Zhou, Guangdong
    Zhou, Ming
    Sun, Liying
    Gu, Jiting
    Sun, Yikai
    2018 2ND IEEE CONFERENCE ON ENERGY INTERNET AND ENERGY SYSTEM INTEGRATION (EI2), 2018, : 546 - 550
  • [39] Application Of AI Technology On Power Dispatching Automation System
    Jian, Qingzhi
    Fu, Yimu
    Li, Kun
    Zhao, Guangfeng
    Zhu, Yi
    Zhu, Wei
    2021 POWER SYSTEM AND GREEN ENERGY CONFERENCE (PSGEC), 2021, : 726 - 731
  • [40] Application and Development of the Power System Dispatching Automation Technology
    Chen, Zhizhou
    Gan, Baozhong
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON MECHATRONICS, ELECTRONIC, INDUSTRIAL AND CONTROL ENGINEERING, 2015, 8 : 1330 - 1333