Data-Driven Output Feedback Control for Unknown Switched Linear Systems
This paper 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 outpu...
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Veröffentlicht in: | IEEE control systems letters 2023-01, Vol.7, p.1-1 |
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description | This paper 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. |
doi_str_mv | 10.1109/LCSYS.2023.3286474 |
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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.</description><identifier>ISSN: 2475-1456</identifier><identifier>EISSN: 2475-1456</identifier><identifier>DOI: 10.1109/LCSYS.2023.3286474</identifier><identifier>CODEN: ICSLBO</identifier><language>eng</language><publisher>IEEE</publisher><subject>Arbitrary Switching ; Control systems ; Data models ; Data-Driven Control ; Dimension Reduction ; Eigenvalues and eigenfunctions ; Linear systems ; Output feedback ; State feedback ; Switched Linear Systems ; Switches</subject><ispartof>IEEE control systems letters, 2023-01, Vol.7, p.1-1</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c268t-9e289ac634afd07cd8fcfa69119786a45536039c7748e66bdc6515f5b56d242f3</citedby><cites>FETCH-LOGICAL-c268t-9e289ac634afd07cd8fcfa69119786a45536039c7748e66bdc6515f5b56d242f3</cites><orcidid>0000-0001-6829-9377 ; 0000-0002-3709-7892</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/10153788$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/10153788$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Hu, Kaijian</creatorcontrib><creatorcontrib>Liu, Tao</creatorcontrib><title>Data-Driven Output Feedback Control for Unknown Switched Linear Systems</title><title>IEEE control systems letters</title><addtitle>LCSYS</addtitle><description>This paper 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.</description><subject>Arbitrary Switching</subject><subject>Control systems</subject><subject>Data models</subject><subject>Data-Driven Control</subject><subject>Dimension Reduction</subject><subject>Eigenvalues and eigenfunctions</subject><subject>Linear systems</subject><subject>Output feedback</subject><subject>State feedback</subject><subject>Switched Linear Systems</subject><subject>Switches</subject><issn>2475-1456</issn><issn>2475-1456</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNpN0MtOAjEYhuHGaCJBbsC46A0M9nxYmkHQZBIWIwtXTafTxhGYIW2RcPeKsGD1_5v3WzwAPGI0xRjp56qsP-spQYROKVGCSXYDRoRJXmDGxe3Vfw8mKX0jhLAiEhE9AouZzbaYxe7H93C5z7t9hnPv28a6NSyHPsdhA8MQ4apf98Ohh_Why-7Lt7Dqem8jrI8p-216AHfBbpKfXO4YrOavH-VbUS0X7-VLVTgiVC60J0pbJyizoUXStSq4YIXGWEslLOOcCkS1k5IpL0TTOsExD7zhoiWMBDoG5Lzr4pBS9MHsYre18WgwMicN869hThrmovEXPZ2jznt_FWBOpVL0F-6YW3w</recordid><startdate>20230101</startdate><enddate>20230101</enddate><creator>Hu, Kaijian</creator><creator>Liu, Tao</creator><general>IEEE</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0000-0001-6829-9377</orcidid><orcidid>https://orcid.org/0000-0002-3709-7892</orcidid></search><sort><creationdate>20230101</creationdate><title>Data-Driven Output Feedback Control for Unknown Switched Linear Systems</title><author>Hu, Kaijian ; Liu, Tao</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c268t-9e289ac634afd07cd8fcfa69119786a45536039c7748e66bdc6515f5b56d242f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Arbitrary Switching</topic><topic>Control systems</topic><topic>Data models</topic><topic>Data-Driven Control</topic><topic>Dimension Reduction</topic><topic>Eigenvalues and eigenfunctions</topic><topic>Linear systems</topic><topic>Output feedback</topic><topic>State feedback</topic><topic>Switched Linear Systems</topic><topic>Switches</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hu, Kaijian</creatorcontrib><creatorcontrib>Liu, Tao</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005–Present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><jtitle>IEEE control systems letters</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Hu, Kaijian</au><au>Liu, Tao</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Data-Driven Output Feedback Control for Unknown Switched Linear Systems</atitle><jtitle>IEEE control systems letters</jtitle><stitle>LCSYS</stitle><date>2023-01-01</date><risdate>2023</risdate><volume>7</volume><spage>1</spage><epage>1</epage><pages>1-1</pages><issn>2475-1456</issn><eissn>2475-1456</eissn><coden>ICSLBO</coden><abstract>This paper 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.</abstract><pub>IEEE</pub><doi>10.1109/LCSYS.2023.3286474</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0001-6829-9377</orcidid><orcidid>https://orcid.org/0000-0002-3709-7892</orcidid></addata></record> |
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subjects | Arbitrary Switching Control systems Data models Data-Driven Control Dimension Reduction Eigenvalues and eigenfunctions Linear systems Output feedback State feedback Switched Linear Systems Switches |
title | Data-Driven Output Feedback Control for Unknown Switched Linear Systems |
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