Rapid Security Situation Prediction of Smart Grid Based on Markov Chain
Title | Rapid Security Situation Prediction of Smart Grid Based on Markov Chain |
Publication Type | Conference Paper |
Year of Publication | 2019 |
Authors | Gao, Jian, Bai, Huifeng, Wang, Dongshan, Wang, Licheng, Huo, Chao, Hou, Yingying |
Conference Name | 2019 IEEE 3rd Information Technology, Networking, Electronic and Automation Control Conference (ITNEC) |
Date Published | mar |
Keywords | Automation, component state prediction, component state transition probability matrix, composability, Conferences, Markov chain analysis method, Markov Mode, Markov processes, Markov state transition probability matrix, Matlab program, Metrics, Microelectronics Security, Monte Carlo methods, power system stability, Predictive Metrics, probability, pubcrawl, rapid security situation prediction, Resiliency, Scalability, security assessment, sequential Monte Carlo method, Situation Prediction, Situation Transition Probability Matrix, smart grid security, smart grid stability, smart power grid, smart power grids, state probability distribution, state transition matrix, system state distribution, system state prediction |
Abstract | Based on Markov chain analysis method, the situation prediction of smart grid security and stability can be judged in this paper. First component state transition probability matrix and component state prediction were defined. A fast derivation method of Markov state transition probability matrix using in system state prediction was proposed. The Matlab program using this method was compiled to analyze and obtain the future state probability distribution of grid system. As a comparison the system state distribution was simulated based on sequential Monte Carlo method, which was in good agreement with the state transition matrix, and the validity of the method was verified. Furthermore, the situation prediction of the six-node example was analyzed, which provided an effective prediction and analysis tool for the security situation. |
DOI | 10.1109/ITNEC.2019.8729202 |
Citation Key | gao_rapid_2019 |
- pubcrawl
- system state prediction
- system state distribution
- state transition matrix
- state probability distribution
- smart power grids
- smart power grid
- smart grid stability
- smart grid security
- Situation Transition Probability Matrix
- Situation Prediction
- sequential Monte Carlo method
- security assessment
- Scalability
- Resiliency
- rapid security situation prediction
- automation
- probability
- Predictive Metrics
- power system stability
- Monte Carlo methods
- Microelectronics Security
- Metrics
- Matlab program
- Markov state transition probability matrix
- Markov processes
- Markov Mode
- Markov chain analysis method
- Conferences
- composability
- component state transition probability matrix
- component state prediction