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Data-Driven Control of Distributed Event-Triggered Network Systems
Xin Wang; Jian Sun; Gang Wang; Frank Allgöwer; Jie Chen
Source PublicationIEEE/CAA Journal of Automatica Sinica
ISSN2329-9266
2023
Volume10Issue:2Pages:351-364
AbstractThe present paper deals with data-driven event-triggered control of a class of unknown discrete-time interconnected systems (a.k.a. network systems). To this end, we start by putting forth a novel distributed event-triggering transmission strategy based on periodic sampling, under which a model-based stability criterion for the closed-loop network system is derived, by leveraging a discrete-time looped-functional approach. Marrying the model-based criterion with a data-driven system representation recently developed in the literature, a purely data-driven stability criterion expressed in the form of linear matrix inequalities (LMIs) is established. Meanwhile, the data-driven stability criterion suggests a means for co-designing the event-triggering coefficient matrix and the feedback control gain matrix using only some offline collected state-input data. Finally, numerical results corroborate the efficacy of the proposed distributed data-driven event-triggered network system (ETS) in cutting off data transmissions and the co-design procedure.
KeywordData-driven control distributed event-triggered network system (ETS) linear matrix inequalitie (LMI) looped-functional stability
DOI10.1109/JAS.2023.123225
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Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/50850
Collection学术期刊_IEEE/CAA Journal of Automatica Sinica
Recommended Citation
GB/T 7714
Xin Wang,Jian Sun,Gang Wang,et al. Data-Driven Control of Distributed Event-Triggered Network Systems[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(2):351-364.
APA Xin Wang,Jian Sun,Gang Wang,Frank Allgöwer,&Jie Chen.(2023).Data-Driven Control of Distributed Event-Triggered Network Systems.IEEE/CAA Journal of Automatica Sinica,10(2),351-364.
MLA Xin Wang,et al."Data-Driven Control of Distributed Event-Triggered Network Systems".IEEE/CAA Journal of Automatica Sinica 10.2(2023):351-364.
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