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
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