A performance optimization algorithm for controller reconfiguration in fault tolerant distributed model predictive control

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorZakharov, Alexey
dc.contributor.authorZattoni, Elena
dc.contributor.authorYu, Miao
dc.contributor.authorJämsä-Jounela, Sirkka-Liisa
dc.contributor.departmentBiotekniikan ja kemian tekniikan laitosfi
dc.contributor.departmentDepartment of Biotechnology and Chemical Technologyen
dc.contributor.labResearch Group of Process Control and Automationen
dc.contributor.schoolKemian tekniikan korkeakoulufi
dc.contributor.schoolSchool of Chemical Technologyen
dc.date.accessioned2017-11-13T10:02:57Z
dc.date.available2017-11-13T10:02:57Z
dc.date.issued2015
dc.description.abstractThis paper presents a performance optimization algorithm for controller reconfiguration in fault tol-erant distributed model predictive control for large-scale systems. After the fault has been detectedand diagnosed, several controller reconfigurations are proposed as candidate corrective actions for faultcompensation. The solution of a set of constrained optimization problems with different actuator andsetpoint reconfigurations is derived by means of an original approach, exploiting the information onthe active constraints in the non-faulty subsystems. Thus, the global optimization problem is split intotwo optimization subproblems, which enable the online computational burden to be greatly reduced.Subsequently, the performances of different candidate controller reconfigurations are compared, andthe better performing one is selected and then implemented to compensate the fault effects. Efficacyof the proposed approach has been shown by applying it to the benzene alkylation process, which is abenchmark process in distributed model predictive control.en
dc.description.versionPeer revieweden
dc.format.extent56-69
dc.format.mimetypeapplication/pdfen
dc.identifier.citationZakharov, Alexey & Zattoni, Elena & Yu, Miao & Jämsä-Jounela, Sirkka-Liisa. 2015. A performance optimization algorithm for controller reconfiguration in fault tolerant distributed model predictive control. Journal of Process Control. Volume 34. 56-69. ISSN 0959-1524 (printed). DOI: 10.1016/j.jprocont.2015.07.006.en
dc.identifier.doi10.1016/j.jprocont.2015.07.006
dc.identifier.issn0959-1524 (printed)
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/28660
dc.identifier.urnURN:NBN:fi:aalto-201512095510
dc.language.isoenen
dc.publisherElsevier BVen
dc.relation.ispartofseriesJournal of Process Controlen
dc.relation.ispartofseriesVolume 34
dc.rights© 2015 Elsevier BV. This is the post print version of the following article: Zakharov, Alexey & Zattoni, Elena & Yu, Miao & Jämsä-Jounela, Sirkka-Liisa. 2015. A performance optimization algorithm for controller reconfiguration in fault tolerant distributed model predictive control. Journal of Process Control. Volume 34. 56-69. ISSN 0959-1524 (printed). DOI: 10.1016/j.jprocont.2015.07.006, which has been published in final form at http://www.sciencedirect.com/science/article/pii/S0959152415001560.en
dc.rights.holderElsevier BV
dc.subject.keywordDistributed model predictive controlen
dc.subject.keywordFault tolerant controlen
dc.subject.keywordController reconfigurationen
dc.subject.keywordConstrained optimizationen
dc.subject.keywordAlkylation of benzeneaen
dc.subject.otherAutomationen
dc.titleA performance optimization algorithm for controller reconfiguration in fault tolerant distributed model predictive controlen
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi
dc.type.dcmitypetexten
dc.type.versionPost printen

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