Calculating molding parameters in plastic injection molds with ANN and developing software

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dc.authorid0000-0003-1753-7712en_US
dc.contributor.authorÇelik, Yahya Hışman
dc.contributor.authorÖzek, Cebeli
dc.date.accessioned2021-11-08T11:28:21Z
dc.date.available2021-11-08T11:28:21Z
dc.date.issued2012-02en_US
dc.departmentBatman Üniversitesi Mühendislik - Mimarlık Fakültesi Makine Mühendisliği Bölümüen_US
dc.description.abstractIn recent years, plastic injection molds are widely used for producing products in various areas, such as aerospace, automotive, medical, electronics, and toys. The quality of these products depends on correctly chosen molding parameters. In this study, a new package program (NPP)-Software that calculates various injection molding parameters was developed to mold plastic products obtained by plastic injection molding techniques using the model of artificial neural network (ANN). The Delphi programming language was used in the develop the (NPP)-Software. The developed (NPP)-Software was trained and tested using the Levenberg–Marquardt (LM) algorithm, the ANN. One-thousand three-hunderd pieces of data were collected, out of which 250 were used to train the network. The ANN is employed to find optimum molding parameters that enable minimum defects in the injection-molded part, such as volumetric shrinkage, injection time, and cooling time. The three parameters predicted, using the (NPP)-Software, were compared using experimental results.en_US
dc.identifier.citationÇelik, Y.H., Özek, C. (2012). Calculating molding parameters in plastic injection molds with ANN and developing software. Materials and Manufacturing Processes, 27 (2), pp.160-168. DOI:https://dx.doi.org/10.1080/10426914.2011.560224en_US
dc.identifier.endpage168en_US
dc.identifier.issn1042-6914
dc.identifier.issue2en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage160en_US
dc.identifier.urihttps://dx.doi.org/10.1080/10426914.2011.560224
dc.identifier.urihttps://hdl.handle.net/20.500.12402/3892
dc.identifier.volume27en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherTaylor & Francisen_US
dc.relation.isversionof10.1080/10426914.2011.560224en_US
dc.relation.journalMaterials and Manufacturing Processesen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.rightsAttribution-NonCommercial-ShareAlike 3.0 United States*
dc.rights.urihttp://creativecommons.org/licenses/by-nc-sa/3.0/us/*
dc.subjectANNen_US
dc.subjectInjectionen_US
dc.subjectMoldingen_US
dc.subjectPlasticen_US
dc.subjectShrinkageen_US
dc.subjectSoftwareen_US
dc.titleCalculating molding parameters in plastic injection molds with ANN and developing softwareen_US
dc.title.alternativeYSA ile plastik enjeksiyon kalıplarında kalıplama parametrelerinin hesaplanması ve yazılım geliştirmeen_US
dc.typeConference Objecten_US

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