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- Publisher Website: 10.1109/LCSYS.2023.3286474
- Scopus: eid_2-s2.0-85162623125
- WOS: WOS:001024195800007
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Article: Data-Driven Output-Feedback Control for Unknown Switched Linear Systems
Title | Data-Driven Output-Feedback Control for Unknown Switched Linear Systems |
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Authors | |
Keywords | arbitrary switching Data-driven control dimension reduction switched linear systems |
Issue Date | 15-Jun-2023 |
Publisher | Institute of Electrical and Electronics Engineers |
Citation | IEEE Control Systems Letters, 2023, v. 7, p. 2299-2304 How to Cite? |
Abstract | This letter proposes a data-driven control method to stabilize unknown switched linear systems under arbitrary switching. We consider the case where the system state is not measurable and design an output feedback controller only using measured input-output data. First, the system with multiple outputs is transformed into a single-output system with observability preserved. Then, a data-based state-space representation that has the same input-output relationship as the original system is constructed using the input-output data of the single-output system, based on which the data-driven controller is designed. Sufficient conditions for asymptotic stability of the closed-loop system under arbitrary switching are established in terms of linear matrix inequalities (LMIs). Compared with the existing method, the proposed method decreases the dimension of the constructed data-based state-space representation, which may reduce the computational burden of the controller design. The effectiveness of the proposed controller is illustrated by an example. |
Persistent Identifier | http://hdl.handle.net/10722/331874 |
ISSN | 2023 Impact Factor: 2.4 2023 SCImago Journal Rankings: 1.597 |
ISI Accession Number ID |
DC Field | Value | Language |
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dc.contributor.author | Hu, Kaijian | - |
dc.contributor.author | Liu, Tao | - |
dc.date.accessioned | 2023-09-28T04:59:16Z | - |
dc.date.available | 2023-09-28T04:59:16Z | - |
dc.date.issued | 2023-06-15 | - |
dc.identifier.citation | IEEE Control Systems Letters, 2023, v. 7, p. 2299-2304 | - |
dc.identifier.issn | 2475-1456 | - |
dc.identifier.uri | http://hdl.handle.net/10722/331874 | - |
dc.description.abstract | <p>This letter proposes a data-driven control method to stabilize unknown switched linear systems under arbitrary switching. We consider the case where the system state is not measurable and design an output feedback controller only using measured input-output data. First, the system with multiple outputs is transformed into a single-output system with observability preserved. Then, a data-based state-space representation that has the same input-output relationship as the original system is constructed using the input-output data of the single-output system, based on which the data-driven controller is designed. Sufficient conditions for asymptotic stability of the closed-loop system under arbitrary switching are established in terms of linear matrix inequalities (LMIs). Compared with the existing method, the proposed method decreases the dimension of the constructed data-based state-space representation, which may reduce the computational burden of the controller design. The effectiveness of the proposed controller is illustrated by an example.</p> | - |
dc.language | eng | - |
dc.publisher | Institute of Electrical and Electronics Engineers | - |
dc.relation.ispartof | IEEE Control Systems Letters | - |
dc.subject | arbitrary switching | - |
dc.subject | Data-driven control | - |
dc.subject | dimension reduction | - |
dc.subject | switched linear systems | - |
dc.title | Data-Driven Output-Feedback Control for Unknown Switched Linear Systems | - |
dc.type | Article | - |
dc.identifier.doi | 10.1109/LCSYS.2023.3286474 | - |
dc.identifier.scopus | eid_2-s2.0-85162623125 | - |
dc.identifier.volume | 7 | - |
dc.identifier.spage | 2299 | - |
dc.identifier.epage | 2304 | - |
dc.identifier.eissn | 2475-1456 | - |
dc.identifier.isi | WOS:001024195800007 | - |
dc.identifier.issnl | 2475-1456 | - |