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.| File | Dimensione | Formato | |
|---|---|---|---|
|
Data-driven_stability_analysis_of_switched_affine_systems.pdf
accesso riservato
Tipologia:
2a Post-print versione editoriale / Version of Record
Licenza:
Non Pubblico - Accesso privato/ristretto
Dimensione
469.65 kB
Formato
Adobe PDF
|
469.65 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
|
CDCversionREvision.pdf
accesso aperto
Tipologia:
2. Post-print / Author's Accepted Manuscript
Licenza:
Pubblico - Tutti i diritti riservati
Dimensione
392.89 kB
Formato
Adobe PDF
|
392.89 kB | Adobe PDF | Visualizza/Apri |
Pubblicazioni consigliate
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
https://hdl.handle.net/11583/3004680
