A Novel Design of Interval Type-2 Neuro-Fuzzy Controller for Flexible Structure

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dc.contributor.authorTinkir, Mustafa
dc.contributor.authorKalyoncu, Mete
dc.contributor.authorSezgen, Hasmet Cagri
dc.date.accessioned2024-02-23T14:44:43Z
dc.date.available2024-02-23T14:44:43Z
dc.date.issued2021
dc.departmentNEÜen_US
dc.description.abstractThe aim of this research is to develop a novel design of interval type-2 neuro-fuzzy (IT2NF) controller for active vibration control of a flexible structure during an earthquake. For this purpose, two adaptive neural network based fuzzy logic controllers are designed and combined to create the novel design of an IT2NF controller to reduce the vibrations of two-storey flexible building model that occur during earthquake disturbance effects. Accordingly, dynamic modeling of a flexible structure is realized and simulated using the MATLAB / SimMechanics. Then, an experimental setup consisting of two-storey flexible structure, active mass damper (AMD) and shaker is established. Additionally, IT2NF controller is implemented in simulation and experimental models, and the effectiveness and performance of the IT2NF controller are tested under the scaled Northridge Earthquake acceleration. The obtained simulations and experimental responses are evaluated in terms of cart displacements, deflections, and accelerations of the flexible floors showing a good agreement between the simulations and the experimental results. The results show that the designed novel IT2NF controller reduced the total deflections of first and second floor by 72.3% and 68.7%, respectively, when compared with the uncontrolled system. Additionally, it is also found that the designed IT2NF controller is able to reduce the accelerations of the first and second floor by 64.8% and 54.6%, respectively. The proposed and designed control method reported in this study can be employed as an active vibration controller for multi-degree of freedom of flexible systems under the disturbances such as earthquake excitations.en_US
dc.description.sponsorshipSelcuk University [09401048]; Necmettin Erbakan University [121619007]en_US
dc.description.sponsorshipThis work is supported by Selcuk University (Project No: 09401048) and Necmettin Erbakan University (Project No: 121619007).en_US
dc.identifier.doi10.5755/j02.mech.25134
dc.identifier.endpage310en_US
dc.identifier.issn1392-1207
dc.identifier.issn2029-6983
dc.identifier.issue4en_US
dc.identifier.scopus2-s2.0-85114688211en_US
dc.identifier.scopusqualityQ4en_US
dc.identifier.startpage301en_US
dc.identifier.urihttps://doi.org/10.5755/j02.mech.25134
dc.identifier.urihttps://hdl.handle.net/20.500.12452/17076
dc.identifier.volume27en_US
dc.identifier.wosWOS:000691998000004en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherKaunas Univ Technolen_US
dc.relation.ispartofMechanikaen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectInterval Type-2 Neuro-Fuzzy Controlen_US
dc.subjectFlexible Structureen_US
dc.subjectActive Vibration Controlen_US
dc.subjectModeling And Simulationen_US
dc.subjectExperimentalen_US
dc.titleA Novel Design of Interval Type-2 Neuro-Fuzzy Controller for Flexible Structureen_US
dc.typeArticleen_US

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