Reliability Test Method of Power Grid Security Control System Based on BP Neural Network and Dynamic Group Simulation
Title | Reliability Test Method of Power Grid Security Control System Based on BP Neural Network and Dynamic Group Simulation |
Publication Type | Conference Paper |
Year of Publication | 2021 |
Authors | Wang, Qibing, Du, Xin, Zhang, Kai, Pan, Junjun, Yu, Weiguo, Gao, Xiaoquan, Lin, Rihong |
Conference Name | 2021 IEEE/IAS Industrial and Commercial Power System Asia (I CPS Asia) |
Keywords | BP Neural Network, composability, control systems, Costs, credible test, dynamic group simulation, dynamic systems, Dynamical Systems, Heuristic algorithms, Metrics, minimum redundancy and maximum correlation algorithm, Neural networks, power grid security control system, Power system dynamics, power system stability, Predictive Metrics, pubcrawl, Redundancy, resilience, Resiliency, security |
Abstract | Aiming at the problems of imperfect dynamic verification of power grid security and stability control strategy and high test cost, a reliability test method of power grid security control system based on BP neural network and dynamic group simulation is proposed. Firstly, the fault simulation results of real-time digital simulation system (RTDS) software are taken as the data source, and the dynamic test data are obtained with the help of the existing dispatching data network, wireless virtual private network, global positioning system and other communication resources; Secondly, the important test items are selected through the minimum redundancy maximum correlation algorithm, and the test items are used to form a feature set, and then the BP neural network model is used to predict the test results. Finally, the dynamic remote test platform is tested by the dynamic whole group simulation of the security and stability control system. Compared with the traditional test methods, the proposed method reduces the test cost by more than 50%. Experimental results show that the proposed method can effectively complete the reliability test of power grid security control system based on dynamic group simulation, and reduce the test cost. |
DOI | 10.1109/ICPSAsia52756.2021.9621475 |
Citation Key | wang_reliability_2021 |
- Heuristic algorithms
- security
- resilience
- Redundancy
- pubcrawl
- power system stability
- Power system dynamics
- power grid security control system
- Neural networks
- minimum redundancy and maximum correlation algorithm
- Metrics
- Dynamical Systems
- dynamic systems
- dynamic group simulation
- credible test
- Costs
- control systems
- BP Neural Network
- composability
- Predictive Metrics
- Resiliency