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

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dc.authoridKAHRAMAN, NIZAMETTIN/0000-0002-7152-3795
dc.contributor.authorKaya, Yakup
dc.contributor.authorKalyon, Ali
dc.contributor.authorKahraman, Nizamettin
dc.date.accessioned2024-09-29T16:11:39Z
dc.date.available2024-09-29T16:11:39Z
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 unproved 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 R-2 value obtained in the developed prediction model demonstrated that it could be successfully used for predicting impact toughness.en_US
dc.description.sponsorshipKarabuk University scientific research projects department [KBU-BAP-13/1-DR-012]en_US
dc.description.sponsorshipThe authors are pleased to acknowledge the financial support for this study from Karabuk University scientific research projects department (KBU-BAP-13/1-DR-012). We would also like to thank to Mechanical and Chemical Industry Company (MKE, Turkey) for the facilities they provide.en_US
dc.identifier.endpage284en_US
dc.identifier.issn2307-1877
dc.identifier.issn2307-1885
dc.identifier.issue2en_US
dc.identifier.startpage266en_US
dc.identifier.urihttps://hdl.handle.net/20.500.14619/8600
dc.identifier.volume8en_US
dc.identifier.wosWOS:000536456800016en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.language.isoenen_US
dc.publisherAcademic Publication Councilen_US
dc.relation.ispartofJournal of Engineering Researchen_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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