We consider discrete-time switching systems composed of a finite family of affine sub-dynamics. First, we recall existing results and present further analysis on the stability problem, the existence and characterization of compact attractors, and the relations these problems have with the joint spectral radius of the set of matrices composing the linear part of the subsystems. Second, we tackle the problem of providing probabilistic certificates of stability along with the existence of forward invariant sets, assuming no knowledge on the system data but only observing a finite number of sampled trajectories. Some numerical examples illustrate the advantages and limits of the proposed conditions.

Data-driven stability analysis of switched affine systems / Della Rossa, M.; Wang, Z.; Egidio, L. N.; Jungers, R. M.. - 2021:(2021), pp. 3204-3209. ( 60th IEEE Conference on Decision and Control, CDC 2021 Austin (USA) 14-17 December 2021) [10.1109/CDC45484.2021.9682823].

Data-driven stability analysis of switched affine systems

Della Rossa M.;
2021

Abstract

We consider discrete-time switching systems composed of a finite family of affine sub-dynamics. First, we recall existing results and present further analysis on the stability problem, the existence and characterization of compact attractors, and the relations these problems have with the joint spectral radius of the set of matrices composing the linear part of the subsystems. Second, we tackle the problem of providing probabilistic certificates of stability along with the existence of forward invariant sets, assuming no knowledge on the system data but only observing a finite number of sampled trajectories. Some numerical examples illustrate the advantages and limits of the proposed conditions.
2021
978-1-6654-3659-5
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/3004680