信息驱动的大电网运行态势知识图谱框架及构建模式研究OA北大核心CSTPCD
Research on Information-driven Operation Situation Knowledge Graph Framework and Construction Mode of Large Power Grid
基于大电网海量、高维的各类实时测量及仿真模拟信息,依托大数据、人工智能、知识图谱等先进信息技术,深度挖掘和表征电网运行态势知识并直观形象展示,是建设大电网在线智能主动安全防御体系的核心.首先,在智能全景系统思想体系下,采用"物理系统+信息系统+知识图谱"融合机制,综合考虑电网不同运行场景的稳定状态评估指标和优化控制策略信息,给出电网运行态势知识图谱的基本概念及内涵,并详细介绍其核心要素及构建目标.然后,依托智能电网调度时空大数据支撑平台,设计电网运行态势知识图谱软件功能架构,包含多源信息融合、时空大数据平台、态势图谱引擎、知识关联推理、图谱业务应用和友好人机交互等6个层次模块.在此基础上,给出自顶向下的电网运行态势知识图谱构建模式,并系统性介绍逻辑架构、技术架构、知识建模、知识抽取、知识融合、知识加工、知识更新、图结构存储、可视化引擎等构建技术.最后,研发大电网运行态势知识图谱智能构建及可视化系统,并在某省级电网开展测试应用,为实现信息驱动的大电网智能全景主动安全防御提供技术支撑.
Real-time measurement and simulation information of large power grids based on the massive and high-dimensional,advanced information technologies such as big data,artificial intelligence and knowledge graph,deeply mining and characterizing the knowledge of power grid operation situation and displaying it intuitively,are the core of building a large power grid online intelligent active safety defense system.First,under the ideological system of the intelligent panoramic system,adopting the fusion mechanism of"physical system+information system+knowledge graph",facing the construction needs and dispatching operators of the intelligent panoramic power grid,and comprehensively considering the stable state evaluation indicators and optimal control strategy information of different operating scenarios of the power grid,this paper gives the basic concept and connotation of the knowledge graph of power grid operation situation and introduces its core elements and construction goals in detail.Then,relying on the smart grid dispatching spatio-temporal big data support platform,the software functional architecture of the power grid operation situation knowledge graph is designed,including multi-source information fusion,spatio-temporal big data platform,situation graph engine,knowledge association reasoning,graph business application and friendly human-computer interaction.On this basis,the up-bottom construction process of the knowledge graph of power grid operation situation is given,and the logical framework,technical framework and a series of technologies for operation situation knowledge graph construction such as knowledge modeling,knowledge extraction,knowledge fusion,knowledge processing,and knowledge updating are systematically introduced.Finally,an intelligent construction and visualization system for the knowledge graph of the operation situation of the large power grid is developed.The system has the characteristics of simplicity,intuitive operation,and user-friendliness.It has been tested and applied in a provincial power grid,and the functional framework and technical system proposed in this paper have been verified.It can also provide technical support for the realization of the information-driven intelligent panoramic active safety defense of the large power grid.
张晓华;刘道伟;李柏青;乔颖;赵高尚;杨红英;吕先进;张丽
国网冀北电力有限公司,北京市 西城区 100053中国电力科学研究院有限公司,北京市 海淀区 100192中国科学院软件研究所,北京市 海淀区 100190
动力与电气工程
智能全景系统智能全景电网运行态势知识图谱人工智能
intelligent panoramic systemintelligent panoramic power gridoperation situationknowledge graphartificial intelligence
《中国电机工程学报》 2024 (011)
4167-4180,中插1 / 15
国家电网公司总部科技项目(5100-202155016A-0-0-00). Project Supported by Science and Technology Project of State Grid Corporation of China(5100-202155016A-0-0-00).
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