A fuzzy logic model to determine the effects of die/blank holder angle and punch radius on drawing ratio in angular deep drawing dies

dc.contributor.authorOzek, Cebeli
dc.contributor.authorCelik, Yahya Hisman
dc.contributor.authorOzek, Muzeyyen Bulut
dc.date.accessioned2026-08-12T16:36:09Z
dc.date.issued2013
dc.departmentFırat Üniversitesi
dc.description.abstractDeep drawing process is one of the widely used methods in sheet-metal forming. With the deep drawing method, products of various geometrical shapes such as saucepans, tubes, perfume and soft drink cans can be obtained easily. Therefore, the optimization of the deep drawing process is very important for the industry. In conventional deep drawing method, no angle is given to the surfaces of die and pressure plate. Both die and pressure plate and the geometrical shape of die and punch have a significant effect on drawing ratio. In this study, the effect of angles and radii on the drawing ratio of blank holder and punch forces were theoretically calculated and experimentally investigated in order to deep drawing the DIN EN 10130-91 sheet by giving angles on the die/blank holder surfaces and radii on the punch edge surfaces. In addition, the data obtained from the experimental study were calculated with the Fuzzy Logic Model and the optimum and the lowest drawing ratios for the die and punch radius as well as the die/blank holder were determined. The optimum drawing ratio in the experimental study was obtained as beta = 2.3, when the die and punch radius was R = 10 mm and the die/blank holder angle was theta = 12.5 degrees, and as beta = 2.2 in the Fuzzy Logic model. The lowest drawing ratio was obtained as beta = 1.8 when the blank holder angle was theta = 0 degrees in the experimental study and as beta = 1.82 in the Fuzzy Logic model.
dc.identifier.doi10.3233/IFS-2012-0644
dc.identifier.endpage388
dc.identifier.issn1064-1246
dc.identifier.issn1875-8967
dc.identifier.issue2
dc.identifier.orcid0000-0001-7594-8937
dc.identifier.orcid0000-0003-1753-7712
dc.identifier.orcid0000-0001-7603-415X
dc.identifier.scopus2-s2.0-84878855219
dc.identifier.scopusqualityQ1
dc.identifier.startpage379
dc.identifier.urihttps://doi.org/10.3233/IFS-2012-0644
dc.identifier.urihttps://hdl.handle.net/11508/45182
dc.identifier.volume25
dc.identifier.wosWOS:000319616400012
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherIos Press
dc.relation.ispartofJournal of Intelligent & Fuzzy Systems
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WoS_20260511
dc.subjectDeep drawing dies
dc.subjectThe Fuzzy Logic
dc.subjectdrawing ratio
dc.titleA fuzzy logic model to determine the effects of die/blank holder angle and punch radius on drawing ratio in angular deep drawing dies
dc.typeArticle

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