Optimization of a 3d-printed permanent magnet coupling using genetic algorithm and taguchi method

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorAndriushchenko, Ekaterinaen_US
dc.contributor.authorKallaste, Antsen_US
dc.contributor.authorBelahcen, Anouaren_US
dc.contributor.authorVaimann, Toomasen_US
dc.contributor.authorRassõlkin, Antonen_US
dc.contributor.authorHeidari, Hamidrezaen_US
dc.contributor.authorTiismus, Hansen_US
dc.contributor.departmentDepartment of Electrical Engineering and Automationen
dc.contributor.groupauthorComputational Electromechanicsen
dc.contributor.organizationTallinn University of Technologyen_US
dc.date.accessioned2021-03-03T07:35:32Z
dc.date.available2021-03-03T07:35:32Z
dc.date.issued2021-02-20en_US
dc.description.abstractIn recent decades, the genetic algorithm (GA) has been extensively used in the design optimization of electromagnetic devices. Despite the great merits possessed by the GA, its processing procedure is highly time-consuming. On the contrary, the widely applied Taguchi optimization method is faster with comparable effectiveness in certain optimization problems. This study explores the abilities of both methods within the optimization of a permanent magnet coupling, where the optimization objectives are the minimization of coupling volume and maximization of transmitted torque. The optimal geometry of the coupling and the obtained characteristics achieved by both methods are nearly identical. The magnetic torque density is enhanced by more than 20%, while the volume is reduced by 17%. Yet, the Taguchi method is found to be more time-efficient and effective within the considered optimization problem. Thanks to the additive manufacturing techniques, the initial design and the sophisticated geometry of the Taguchi optimal designs are precisely fabricated. The performances of the coupling designs are validated using an experimental setup.en
dc.description.versionPeer revieweden
dc.format.extent16
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationAndriushchenko, E, Kallaste, A, Belahcen, A, Vaimann, T, Rassõlkin, A, Heidari, H & Tiismus, H 2021, ' Optimization of a 3d-printed permanent magnet coupling using genetic algorithm and taguchi method ', Electronics (Switzerland), vol. 10, no. 4, 494 . https://doi.org/10.3390/electronics10040494en
dc.identifier.doi10.3390/electronics10040494en_US
dc.identifier.issn2079-9292
dc.identifier.otherPURE UUID: 170f12ab-6f36-49b2-88ba-72a1302e957een_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/170f12ab-6f36-49b2-88ba-72a1302e957een_US
dc.identifier.otherPURE LINK: http://www.scopus.com/inward/record.url?scp=85100947268&partnerID=8YFLogxKen_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/56590902/ELEC_Andriushchenko_etal_Optimization_of_a_3D_Printed_Electronics_10_4_2021_finalpublishedversion.pdfen_US
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/102892
dc.identifier.urnURN:NBN:fi:aalto-202103032180
dc.language.isoenen
dc.publisherMDPI AG
dc.relation.ispartofseriesElectronics (Switzerland)en
dc.relation.ispartofseriesVolume 10, issue 4en
dc.rightsopenAccessen
dc.subject.keywordAdditive manufacturingen_US
dc.subject.keywordDesign optimizationen_US
dc.subject.keywordElectromagnetic couplingen_US
dc.subject.keywordGenetic algorithmsen_US
dc.subject.keywordTaguchi designsen_US
dc.titleOptimization of a 3d-printed permanent magnet coupling using genetic algorithm and taguchi methoden
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi
dc.type.versionpublishedVersion

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