ANN prediction of impact toughness of ship steel/ stainless steel plates produced by explosive welding

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dc.contributor.authorKaya, Y.
dc.contributor.authorKalyon, A.
dc.contributor.authorKahraman, N.
dc.date.accessioned2024-09-29T16:22:31Z
dc.date.available2024-09-29T16:22:31Z
dc.date.issued2020
dc.departmentKarabük Üniversitesien_US
dc.description.abstractIn this study, ship steel/stainless steel plates were produced by joining ship steel with stainless steel using explosive welding process. The characterization of the joining interface of the plates was carried out by optical microscopic examination. Charpy impact tests were conducted at different temperatures to determine the impact toughness of the ship steel/stainless steel plates and the effect of the rolling on the impact toughness. In addition, after the Charpy impact test, the fractured surfaces of the specimens were investigated via scanning electron microscopy (SEM). Using the data obtained as a result of the impact toughness tests, an artificial neural network (ANN) model was improved for the prediction of the impact toughness. Five different material types, two different rolling directions, and eight different temperatures were used as the input parameters of the Charpy impact tests. The impact toughness values obtained at the end of the tests were used as the output parameters of the generated prediction model. The high R2 value obtained in the developed prediction model demonstrated that it could be successfully used for predicting impact toughness. © 2020 University of Kuwait. All rights reserved.en_US
dc.description.sponsorshipKarab?k University scientific research projects department, (BAP-13/1-DR-012); Mechanical and Chemical Industry Company; Ministry of Knowledge Economy, MKE; Karabük Üniversitesien_US
dc.identifier.endpage284en_US
dc.identifier.issn2307-1885
dc.identifier.issue2en_US
dc.identifier.scopus2-s2.0-85091070371en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage266en_US
dc.identifier.urihttps://hdl.handle.net/20.500.14619/10105
dc.identifier.volume8en_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherUniversity of Kuwaiten_US
dc.relation.ispartofJournal of Engineering Research (Kuwait)en_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectANNen_US
dc.subjectExplosive welding/claddingen_US
dc.subjectImpact toughnessen_US
dc.subjectShip steel plateen_US
dc.subjectStainless steelen_US
dc.titleANN prediction of impact toughness of ship steel/ stainless steel plates produced by explosive weldingen_US
dc.typeArticleen_US

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