Peng Li, Zhen Dai, Yachen Tang, 等. Spatiotemporal Data Graph Modeling and Exploration of Application Scenarios in “Power Grid One Graph”[J]. 中国电机工程学会电力与能源系统学报(英文), 2025,11(2):538-551.
Peng Li, Zhen Dai, Yachen Tang, et al. Spatiotemporal Data Graph Modeling and Exploration of Application Scenarios in “Power Grid One Graph”[J]. CSEE Journal of Power and Energy Systems, 2025, 11(2): 538-551.
Peng Li, Zhen Dai, Yachen Tang, 等. Spatiotemporal Data Graph Modeling and Exploration of Application Scenarios in “Power Grid One Graph”[J]. 中国电机工程学会电力与能源系统学报(英文), 2025,11(2):538-551. DOI: 10.17775/CSEEJPES.2024.00960.
Peng Li, Zhen Dai, Yachen Tang, et al. Spatiotemporal Data Graph Modeling and Exploration of Application Scenarios in “Power Grid One Graph”[J]. CSEE Journal of Power and Energy Systems, 2025, 11(2): 538-551. DOI: 10.17775/CSEEJPES.2024.00960.
Spatiotemporal Data Graph Modeling and Exploration of Application Scenarios in “Power Grid One Graph”
By modeling the spatiotemporal data of the power grid
it is possible to better understand its operational status
identify potential issues and risks
and take timely measures to adjust and optimize the system. Compared to the bus-branch model
the node-breaker model provides higher granularity in describing grid components and can dynamically reflect changes in equipment status
thus improving the efficiency of grid dispatching and operation. This paper proposes a spatiotemporal data modeling method based on a graph database. It elaborates on constructing graph nodes
graph ontology models
and graph entity models from grid dispatch data
describing the construction of the spatiotemporal node-breaker graph model and the transformation to the bus-branch model. Subsequently
by integrating spatiotemporal data attributes into the pre-built static grid graph model
a spatiotemporal evolving graph of the power grid is constructed. Furthermore
the concept of the “Power Grid One Graph” and its requirements in modern power systems are elucidated. Leveraging the constructed spatiotemporal node-breaker graph model and graph computing technology
the paper explores the feasibility of grid situational awareness. Finally
typical applications in an operational provincial grid are showcased
and potential scenarios of the proposed spatiotemporal graph model are discussed.
Graph Computing and Its Application in Power Grid Analysis
Data-Sequence Modeling Based Causal Evaluation Method for Power Systems and Spatiotemporal Causality Variation Patterns
Real-time online analysis of power grid
Digital twin framework and its application to power grid online analysis
Conjugate Vectors Method Applied to Asymmetrical Fault Analysis of Power Electronized Power Systems
相关作者
Mike Zhou
Jianfeng Yan
Qianhong Wu
Qi Chen
Gang Mu
Hongbo Liu
Changgang Wang
Xiaoxin Zhou
相关机构
China Electric Power Research Institute
Key Laboratory of Modern Power System Simulation and Control & Renewable Energy Technology, Ministry of Education (Northeast Electric Power University)
Kedong Electric Power Control System Co., Ltd.
State Key Laboratory of Advanced Electromagnetic Technology, Huazhong University of Science and Technology