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.
Almost sure Stability of Stochastic Switched Systems: Graph lifts-based Approach / Della Rossa, M.; Jungers, R. M.. - (2022), pp. 1021-1026. (Intervento presentato al convegno 61st IEEE Conference on Decision and Control, CDC 2022 tenutosi a Cancun (Mex) nel 2022) [10.1109/CDC51059.2022.9993079].
Almost sure Stability of Stochastic Switched Systems: Graph lifts-based Approach
Della Rossa M.;
2022
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.| File | Dimensione | Formato | |
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Almost_sure_Stability_of_Stochastic_Switched_Systems_Graph_lifts-based_Approach.pdf
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AlmostSureLiftsFinal.pdf
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https://hdl.handle.net/11583/3004674
