Almost sure Stability of Stochastic Switched Systems: Graph lifts-based Approach
(2022) 61st IEEE Conference on Decision and Control — Location: Cancún, Mexico (6.December.2022)
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- Abstract
- In this paper, we develop tools to establish almost sure stability of stochastic switched systems whose switching signal is constrained by an automaton. After having provided the necessary generalizations of existing results in the setting of stochastic graphs, we provide a characterization of almost sure stability in terms of multiple Lyapunov functions. We introduce the concept of lifts, providing formal expansions of stochastic graphs, together with the guarantee of conserving the underlying probability framework. We show how these techniques, firstly introduced in the deterministic setting, provide hierarchical methods in order to compute tight upper bounds for the almost sure decay rate. The theoretical developments are finally illustrated via a numerical example.
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Citations
Della Rossa, M., & Jungers, R. (2022). Almost sure Stability of Stochastic Switched Systems: Graph lifts-based Approach. 61st IEEE Conference on Decision and Control, Cancún, Mexico. https://doi.org/10.1109/cdc51059.2022.9993079