Observer-Based Composite Adaptive Fuzzy Control for Nonstrict-Feedback Systems With Actuator Failures
This paper studies the observer-based adaptive fuzzy tracking control problem for a general class of multi-input-single-output nonstrict-feedback systems subject to unmeasured states and actuator failures. For actuator failures, both cases of lock-in-place and loss of effectiveness are synchronously...
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Veröffentlicht in: | IEEE transactions on fuzzy systems 2018-08, Vol.26 (4), p.2336-2347 |
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description | This paper studies the observer-based adaptive fuzzy tracking control problem for a general class of multi-input-single-output nonstrict-feedback systems subject to unmeasured states and actuator failures. For actuator failures, both cases of lock-in-place and loss of effectiveness are synchronously considered. To handle the unknown nonlinear functions, fuzzy logic systems are employed. By constructing a fuzzy observer and a serial-parallel estimation model, the unmeasured states are estimated and the accuracy of approximating the unknown functions is improved. Moreover, taking into account the prediction error between the fuzzy observer and the serial-parallel estimation model, a novel composite fuzzy output-feedback control scheme is developed. Unlike some existing control schemes for systems with actuator failures, the developed control scheme allows one to avoid the problem of "explosion of complexity" and improve the approximation performance. It is proved that all signals in the system are bounded and the tracking error converges to a small neighborhood of the origin by choosing appropriate parameters. Finally, the effectiveness of the proposed method is confirmed via simulation examples with actuator failures. |
doi_str_mv | 10.1109/TFUZZ.2017.2774185 |
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For actuator failures, both cases of lock-in-place and loss of effectiveness are synchronously considered. To handle the unknown nonlinear functions, fuzzy logic systems are employed. By constructing a fuzzy observer and a serial-parallel estimation model, the unmeasured states are estimated and the accuracy of approximating the unknown functions is improved. Moreover, taking into account the prediction error between the fuzzy observer and the serial-parallel estimation model, a novel composite fuzzy output-feedback control scheme is developed. Unlike some existing control schemes for systems with actuator failures, the developed control scheme allows one to avoid the problem of "explosion of complexity" and improve the approximation performance. It is proved that all signals in the system are bounded and the tracking error converges to a small neighborhood of the origin by choosing appropriate parameters. Finally, the effectiveness of the proposed method is confirmed via simulation examples with actuator failures.</description><identifier>ISSN: 1063-6706</identifier><identifier>EISSN: 1941-0034</identifier><identifier>DOI: 10.1109/TFUZZ.2017.2774185</identifier><identifier>CODEN: IEFSEV</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Actuator failure ; actuator failures ; Actuators ; Adaptive control ; Adaptive fuzzy control ; Computer simulation ; dynamic surface control (DSC) ; Feedback control ; Fuzzy control ; Fuzzy logic ; Fuzzy systems ; Mathematical models ; Nonlinear systems ; Observers ; Output feedback ; Tracking control</subject><ispartof>IEEE transactions on fuzzy systems, 2018-08, Vol.26 (4), p.2336-2347</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2018</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c295t-36f3fd707dcc8a2b3db4c25617dad2659ab88d9806df2d827a028c9a952a4eb43</citedby><cites>FETCH-LOGICAL-c295t-36f3fd707dcc8a2b3db4c25617dad2659ab88d9806df2d827a028c9a952a4eb43</cites><orcidid>0000-0002-7274-4303 ; 0000-0002-7590-7411</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8113551$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,796,27924,27925,54758</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/8113551$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Wang, Lijie</creatorcontrib><creatorcontrib>Basin, Michael V.</creatorcontrib><creatorcontrib>Li, Hongyi</creatorcontrib><creatorcontrib>Lu, Renquan</creatorcontrib><title>Observer-Based Composite Adaptive Fuzzy Control for Nonstrict-Feedback Systems With Actuator Failures</title><title>IEEE transactions on fuzzy systems</title><addtitle>TFUZZ</addtitle><description>This paper studies the observer-based adaptive fuzzy tracking control problem for a general class of multi-input-single-output nonstrict-feedback systems subject to unmeasured states and actuator failures. For actuator failures, both cases of lock-in-place and loss of effectiveness are synchronously considered. To handle the unknown nonlinear functions, fuzzy logic systems are employed. By constructing a fuzzy observer and a serial-parallel estimation model, the unmeasured states are estimated and the accuracy of approximating the unknown functions is improved. Moreover, taking into account the prediction error between the fuzzy observer and the serial-parallel estimation model, a novel composite fuzzy output-feedback control scheme is developed. Unlike some existing control schemes for systems with actuator failures, the developed control scheme allows one to avoid the problem of "explosion of complexity" and improve the approximation performance. It is proved that all signals in the system are bounded and the tracking error converges to a small neighborhood of the origin by choosing appropriate parameters. Finally, the effectiveness of the proposed method is confirmed via simulation examples with actuator failures.</description><subject>Actuator failure</subject><subject>actuator failures</subject><subject>Actuators</subject><subject>Adaptive control</subject><subject>Adaptive fuzzy control</subject><subject>Computer simulation</subject><subject>dynamic surface control (DSC)</subject><subject>Feedback control</subject><subject>Fuzzy control</subject><subject>Fuzzy logic</subject><subject>Fuzzy systems</subject><subject>Mathematical models</subject><subject>Nonlinear systems</subject><subject>Observers</subject><subject>Output feedback</subject><subject>Tracking control</subject><issn>1063-6706</issn><issn>1941-0034</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kNFKwzAUhosoOKcvoDcBrztzkrZJL-ewKgx34Yawm5Imp9i5LTVJB9vT2znx6vxwvv8c-KLoFugIgOYP82KxXI4YBTFiQiQg07NoAHkCMaU8Oe8zzXicCZpdRlferyiFJAU5iHBWeXQ7dPGj8mjIxG5a65uAZGxUG5odkqI7HPb9YhucXZPaOvJmtz64Roe4QDSV0l_kfe8Dbjz5aMInGevQqdCDhWrWnUN_HV3Uau3x5m8Oo0XxNJ-8xNPZ8-tkPI01y9MQ86zmtRFUGK2lYhU3VaJZmoEwyrAszVUlpcklzUzNjGRCUSZ1rvKUqQSrhA-j-9Pd1tnvDn0oV7Zz2_5lyQAEQNIr6il2orSz3jusy9Y1G-X2JdDyqLP81VkedZZ_OvvS3anUIOJ_QQLwNAX-A1rccqM</recordid><startdate>201808</startdate><enddate>201808</enddate><creator>Wang, Lijie</creator><creator>Basin, Michael V.</creator><creator>Li, Hongyi</creator><creator>Lu, Renquan</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><orcidid>https://orcid.org/0000-0002-7274-4303</orcidid><orcidid>https://orcid.org/0000-0002-7590-7411</orcidid></search><sort><creationdate>201808</creationdate><title>Observer-Based Composite Adaptive Fuzzy Control for Nonstrict-Feedback Systems With Actuator Failures</title><author>Wang, Lijie ; Basin, Michael V. ; Li, Hongyi ; Lu, Renquan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c295t-36f3fd707dcc8a2b3db4c25617dad2659ab88d9806df2d827a028c9a952a4eb43</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Actuator failure</topic><topic>actuator failures</topic><topic>Actuators</topic><topic>Adaptive control</topic><topic>Adaptive fuzzy control</topic><topic>Computer simulation</topic><topic>dynamic surface control (DSC)</topic><topic>Feedback control</topic><topic>Fuzzy control</topic><topic>Fuzzy logic</topic><topic>Fuzzy systems</topic><topic>Mathematical models</topic><topic>Nonlinear systems</topic><topic>Observers</topic><topic>Output feedback</topic><topic>Tracking control</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wang, Lijie</creatorcontrib><creatorcontrib>Basin, Michael V.</creatorcontrib><creatorcontrib>Li, Hongyi</creatorcontrib><creatorcontrib>Lu, Renquan</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005–Present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998–Present</collection><collection>IEEE</collection><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>IEEE transactions on fuzzy systems</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Wang, Lijie</au><au>Basin, Michael V.</au><au>Li, Hongyi</au><au>Lu, Renquan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Observer-Based Composite Adaptive Fuzzy Control for Nonstrict-Feedback Systems With Actuator Failures</atitle><jtitle>IEEE transactions on fuzzy systems</jtitle><stitle>TFUZZ</stitle><date>2018-08</date><risdate>2018</risdate><volume>26</volume><issue>4</issue><spage>2336</spage><epage>2347</epage><pages>2336-2347</pages><issn>1063-6706</issn><eissn>1941-0034</eissn><coden>IEFSEV</coden><abstract>This paper studies the observer-based adaptive fuzzy tracking control problem for a general class of multi-input-single-output nonstrict-feedback systems subject to unmeasured states and actuator failures. For actuator failures, both cases of lock-in-place and loss of effectiveness are synchronously considered. To handle the unknown nonlinear functions, fuzzy logic systems are employed. By constructing a fuzzy observer and a serial-parallel estimation model, the unmeasured states are estimated and the accuracy of approximating the unknown functions is improved. Moreover, taking into account the prediction error between the fuzzy observer and the serial-parallel estimation model, a novel composite fuzzy output-feedback control scheme is developed. Unlike some existing control schemes for systems with actuator failures, the developed control scheme allows one to avoid the problem of "explosion of complexity" and improve the approximation performance. It is proved that all signals in the system are bounded and the tracking error converges to a small neighborhood of the origin by choosing appropriate parameters. Finally, the effectiveness of the proposed method is confirmed via simulation examples with actuator failures.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TFUZZ.2017.2774185</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0002-7274-4303</orcidid><orcidid>https://orcid.org/0000-0002-7590-7411</orcidid></addata></record> |
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subjects | Actuator failure actuator failures Actuators Adaptive control Adaptive fuzzy control Computer simulation dynamic surface control (DSC) Feedback control Fuzzy control Fuzzy logic Fuzzy systems Mathematical models Nonlinear systems Observers Output feedback Tracking control |
title | Observer-Based Composite Adaptive Fuzzy Control for Nonstrict-Feedback Systems With Actuator Failures |
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