Provably Correct Controller Synthesis of Switched Stochastic Systems with Metric Temporal Logic Specifications: A Case Study on Power Systems
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Abstract (arXiv)
In this paper, we present a provably correct controller synthesis approach for switched stochastic control systems with metric temporal logic (MTL) specifications with provable probabilistic guarantees. We first present the stochastic control bisimulation function for switched stochastic control systems, which bounds the trajectory divergence between the switched stochastic control system and its nominal deterministic control system in a probabilistic fashion. We then develop a method to compute optimal control inputs by solving an optimization problem for the nominal trajectory of the deterministic control system with robustness against initial state variations and stochastic uncertainties. We implement our robust stochastic controller synthesis approach on both a four-bus power system and a nine-bus power system under generation loss disturbances, with MTL specifications expressing requirements for the grid frequency deviations, wind turbine generator rotor speed variations and the power flow constraints at different power lines.
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References · 7
- 2019Transfer of Temporal Logic Formulas in Reinforcement Learningcited by 31
- 2014On-Line Monitoring for Temporal Logic Robustnesscited by 15
- 2016An MILP Approach for Real-time Optimal Controller Synthesis with Metric Temporal Logic Specificationscited by 4
- 2014Temporal Logic Control for Stochastic Linear Systems using Abstraction Refinement of Probabilistic Gamescited by 2
- 2015Computational methods for stochastic control with metric interval temporal logic specificationscited by 2
- 2020Control Strategies for COVID-19 Epidemic with Vaccination, Shield Immunity and Quarantine: A Metric Temporal Logic Approachcited by 2
- 2018Hybrid Controller for Wind Turbine Generators to Ensure Adequate Frequency Response in Power Networkscited by 1
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