A New Active Fault Tolerant Control System: Predictive Online Fault Estimation
This study presents a new approach for active fault-tolerant controller (FTC) design for constrained nonlinear multi-variable systems. The proposed approach utilize the nonlinear model predictive controller (NMPC) and fault estimation method which is on basis of extended kalman filters (EKFs). The d...
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description | This study presents a new approach for active fault-tolerant controller (FTC) design for constrained nonlinear multi-variable systems. The proposed approach utilize the nonlinear model predictive controller (NMPC) and fault estimation method which is on basis of extended kalman filters (EKFs). The deficiency of actuators and sensors and also the plant states measurement errors are estimated by the suggested approach. A supervisor unit using the fault information and fault modeling per sampling time, corrects the predictor model of the controller and compensates actuator and sensor faults in control system. Furthermore, by the presented feedback compensation, the robustness of the designed method against plant faults and uncertainties is ensured. The important advantages of the proposed method are: (1) The suggested FTC scheme based on NMPC leads to calculate more accurate control action than MPC in nonlinear processes, (2) it is comprehensive in fault accommodation point of view because it is able to compensate all types of faults in control systems simultaneously, (3) it has low computational cost because of using NMPC by analytical solution, (4) it can handle control and states constraints to prevent of actuator saturations and unsafe situations, (5) the simplicity and effectiveness of the designed FTC scheme for real applications is more significant. Simulation results on continuous stirred tank reactor process verifies the superiority and capability of the designed approach. |
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The proposed approach utilize the nonlinear model predictive controller (NMPC) and fault estimation method which is on basis of extended kalman filters (EKFs). The deficiency of actuators and sensors and also the plant states measurement errors are estimated by the suggested approach. A supervisor unit using the fault information and fault modeling per sampling time, corrects the predictor model of the controller and compensates actuator and sensor faults in control system. Furthermore, by the presented feedback compensation, the robustness of the designed method against plant faults and uncertainties is ensured. The important advantages of the proposed method are: (1) The suggested FTC scheme based on NMPC leads to calculate more accurate control action than MPC in nonlinear processes, (2) it is comprehensive in fault accommodation point of view because it is able to compensate all types of faults in control systems simultaneously, (3) it has low computational cost because of using NMPC by analytical solution, (4) it can handle control and states constraints to prevent of actuator saturations and unsafe situations, (5) the simplicity and effectiveness of the designed FTC scheme for real applications is more significant. Simulation results on continuous stirred tank reactor process verifies the superiority and capability of the designed approach.</description><identifier>ISSN: 2169-3536</identifier><identifier>EISSN: 2169-3536</identifier><identifier>DOI: 10.1109/ACCESS.2021.3107282</identifier><identifier>CODEN: IAECCG</identifier><language>eng</language><publisher>Piscataway: IEEE</publisher><subject>Active control ; Actuators ; Constraints ; Continuously stirred tank reactors ; Control systems design ; Controllers ; Cost analysis ; Exact solutions ; Extended Kalman filter ; fault modeling ; Fault tolerance ; Fault tolerant systems ; Fault-tolerant controller ; Faults ; Nonlinear control ; Nonlinear systems ; Predictive control ; predictive control method ; Predictive models ; robustness ; Sensors ; Trajectory ; Uncertainty</subject><ispartof>IEEE access, 2021, Vol.9, p.118461-118471</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c408t-438e6de0a30a4f9fb0bf3713dfb52bbaaac3b25569c9fef1f6d89f6ff3ea33fa3</citedby><cites>FETCH-LOGICAL-c408t-438e6de0a30a4f9fb0bf3713dfb52bbaaac3b25569c9fef1f6d89f6ff3ea33fa3</cites><orcidid>0000-0003-1333-5646 ; 0000-0003-1209-1811 ; 0000-0002-5676-1875 ; 0000-0002-6862-1634 ; 0000-0003-4842-0613 ; 0000-0001-5173-4563</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9521521$$EHTML$$P50$$Gieee$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,864,2102,4024,27633,27923,27924,27925,54933</link.rule.ids></links><search><creatorcontrib>Bavili, Robab Ebrahimi</creatorcontrib><creatorcontrib>Mohammadzadeh, Ardashir</creatorcontrib><creatorcontrib>Tavoosi, Jafar</creatorcontrib><creatorcontrib>Mobayen, Saleh</creatorcontrib><creatorcontrib>Assawinchaichote, Wudhichai</creatorcontrib><creatorcontrib>Asad, Jihad H.</creatorcontrib><creatorcontrib>Mosavi, Amir H.</creatorcontrib><title>A New Active Fault Tolerant Control System: Predictive Online Fault Estimation</title><title>IEEE access</title><addtitle>Access</addtitle><description>This study presents a new approach for active fault-tolerant controller (FTC) design for constrained nonlinear multi-variable systems. The proposed approach utilize the nonlinear model predictive controller (NMPC) and fault estimation method which is on basis of extended kalman filters (EKFs). The deficiency of actuators and sensors and also the plant states measurement errors are estimated by the suggested approach. A supervisor unit using the fault information and fault modeling per sampling time, corrects the predictor model of the controller and compensates actuator and sensor faults in control system. Furthermore, by the presented feedback compensation, the robustness of the designed method against plant faults and uncertainties is ensured. The important advantages of the proposed method are: (1) The suggested FTC scheme based on NMPC leads to calculate more accurate control action than MPC in nonlinear processes, (2) it is comprehensive in fault accommodation point of view because it is able to compensate all types of faults in control systems simultaneously, (3) it has low computational cost because of using NMPC by analytical solution, (4) it can handle control and states constraints to prevent of actuator saturations and unsafe situations, (5) the simplicity and effectiveness of the designed FTC scheme for real applications is more significant. Simulation results on continuous stirred tank reactor process verifies the superiority and capability of the designed approach.</description><subject>Active control</subject><subject>Actuators</subject><subject>Constraints</subject><subject>Continuously stirred tank reactors</subject><subject>Control systems design</subject><subject>Controllers</subject><subject>Cost analysis</subject><subject>Exact solutions</subject><subject>Extended Kalman filter</subject><subject>fault modeling</subject><subject>Fault tolerance</subject><subject>Fault tolerant systems</subject><subject>Fault-tolerant controller</subject><subject>Faults</subject><subject>Nonlinear control</subject><subject>Nonlinear systems</subject><subject>Predictive control</subject><subject>predictive control method</subject><subject>Predictive models</subject><subject>robustness</subject><subject>Sensors</subject><subject>Trajectory</subject><subject>Uncertainty</subject><issn>2169-3536</issn><issn>2169-3536</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>ESBDL</sourceid><sourceid>RIE</sourceid><sourceid>DOA</sourceid><recordid>eNpNUU1rwkAQDaWFivUXeAn0HLvfyfYmQVtBtKA9L5tktkRi1m7WFv9918ZKh4EZhvfeDPOiaIzRBGMkn6Z5PttsJgQRPKEYpSQjN9GAYCETyqm4_dffR6Ou26EQWRjxdBCtpvEKvuNp6esviOf62Ph4axtwuvVxblvvbBNvTp2H_XP85qCqe-S6ber2jzDrfL3XvrbtQ3RndNPB6FKH0ft8ts1fk-X6ZZFPl0nJUOYTRjMQFSBNkWZGmgIVhqaYVqbgpCi01iUtCOdCltKAwUZUmTTCGAqaUqPpMFr0upXVO3VwYb07Katr9Tuw7kNp5-uyAUVYgbVglElJGK9KzZjAaSm4DM8ikAatx17r4OznETqvdvbo2nC-IlxkSEiBaUDRHlU623UOzHUrRursg-p9UGcf1MWHwBr3rBoArgzJCQ5JfwATzIMZ</recordid><startdate>2021</startdate><enddate>2021</enddate><creator>Bavili, Robab Ebrahimi</creator><creator>Mohammadzadeh, Ardashir</creator><creator>Tavoosi, Jafar</creator><creator>Mobayen, Saleh</creator><creator>Assawinchaichote, Wudhichai</creator><creator>Asad, Jihad H.</creator><creator>Mosavi, Amir H.</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>ESBDL</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>7SP</scope><scope>7SR</scope><scope>8BQ</scope><scope>8FD</scope><scope>JG9</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0003-1333-5646</orcidid><orcidid>https://orcid.org/0000-0003-1209-1811</orcidid><orcidid>https://orcid.org/0000-0002-5676-1875</orcidid><orcidid>https://orcid.org/0000-0002-6862-1634</orcidid><orcidid>https://orcid.org/0000-0003-4842-0613</orcidid><orcidid>https://orcid.org/0000-0001-5173-4563</orcidid></search><sort><creationdate>2021</creationdate><title>A New Active Fault Tolerant Control System: Predictive Online Fault Estimation</title><author>Bavili, Robab Ebrahimi ; Mohammadzadeh, Ardashir ; Tavoosi, Jafar ; Mobayen, Saleh ; Assawinchaichote, Wudhichai ; Asad, Jihad H. ; Mosavi, Amir H.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c408t-438e6de0a30a4f9fb0bf3713dfb52bbaaac3b25569c9fef1f6d89f6ff3ea33fa3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Active control</topic><topic>Actuators</topic><topic>Constraints</topic><topic>Continuously stirred tank reactors</topic><topic>Control systems design</topic><topic>Controllers</topic><topic>Cost analysis</topic><topic>Exact solutions</topic><topic>Extended Kalman filter</topic><topic>fault modeling</topic><topic>Fault tolerance</topic><topic>Fault tolerant systems</topic><topic>Fault-tolerant controller</topic><topic>Faults</topic><topic>Nonlinear control</topic><topic>Nonlinear systems</topic><topic>Predictive control</topic><topic>predictive control method</topic><topic>Predictive models</topic><topic>robustness</topic><topic>Sensors</topic><topic>Trajectory</topic><topic>Uncertainty</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Bavili, Robab Ebrahimi</creatorcontrib><creatorcontrib>Mohammadzadeh, Ardashir</creatorcontrib><creatorcontrib>Tavoosi, Jafar</creatorcontrib><creatorcontrib>Mobayen, Saleh</creatorcontrib><creatorcontrib>Assawinchaichote, Wudhichai</creatorcontrib><creatorcontrib>Asad, Jihad H.</creatorcontrib><creatorcontrib>Mosavi, Amir H.</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005–Present</collection><collection>IEEE Open Access Journals</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>Materials 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><collection>DOAJ Directory of Open Access Journals</collection><jtitle>IEEE access</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Bavili, Robab Ebrahimi</au><au>Mohammadzadeh, Ardashir</au><au>Tavoosi, Jafar</au><au>Mobayen, Saleh</au><au>Assawinchaichote, Wudhichai</au><au>Asad, Jihad H.</au><au>Mosavi, Amir H.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A New Active Fault Tolerant Control System: Predictive Online Fault Estimation</atitle><jtitle>IEEE access</jtitle><stitle>Access</stitle><date>2021</date><risdate>2021</risdate><volume>9</volume><spage>118461</spage><epage>118471</epage><pages>118461-118471</pages><issn>2169-3536</issn><eissn>2169-3536</eissn><coden>IAECCG</coden><abstract>This study presents a new approach for active fault-tolerant controller (FTC) design for constrained nonlinear multi-variable systems. The proposed approach utilize the nonlinear model predictive controller (NMPC) and fault estimation method which is on basis of extended kalman filters (EKFs). The deficiency of actuators and sensors and also the plant states measurement errors are estimated by the suggested approach. A supervisor unit using the fault information and fault modeling per sampling time, corrects the predictor model of the controller and compensates actuator and sensor faults in control system. Furthermore, by the presented feedback compensation, the robustness of the designed method against plant faults and uncertainties is ensured. The important advantages of the proposed method are: (1) The suggested FTC scheme based on NMPC leads to calculate more accurate control action than MPC in nonlinear processes, (2) it is comprehensive in fault accommodation point of view because it is able to compensate all types of faults in control systems simultaneously, (3) it has low computational cost because of using NMPC by analytical solution, (4) it can handle control and states constraints to prevent of actuator saturations and unsafe situations, (5) the simplicity and effectiveness of the designed FTC scheme for real applications is more significant. Simulation results on continuous stirred tank reactor process verifies the superiority and capability of the designed approach.</abstract><cop>Piscataway</cop><pub>IEEE</pub><doi>10.1109/ACCESS.2021.3107282</doi><tpages>11</tpages><orcidid>https://orcid.org/0000-0003-1333-5646</orcidid><orcidid>https://orcid.org/0000-0003-1209-1811</orcidid><orcidid>https://orcid.org/0000-0002-5676-1875</orcidid><orcidid>https://orcid.org/0000-0002-6862-1634</orcidid><orcidid>https://orcid.org/0000-0003-4842-0613</orcidid><orcidid>https://orcid.org/0000-0001-5173-4563</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Active control Actuators Constraints Continuously stirred tank reactors Control systems design Controllers Cost analysis Exact solutions Extended Kalman filter fault modeling Fault tolerance Fault tolerant systems Fault-tolerant controller Faults Nonlinear control Nonlinear systems Predictive control predictive control method Predictive models robustness Sensors Trajectory Uncertainty |
title | A New Active Fault Tolerant Control System: Predictive Online Fault Estimation |
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