Development of surface roughness model for machining by genetic programming

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dc.contributor.authorGöloglu, C.
dc.contributor.authorArslan, Y.
dc.date.accessioned2024-09-29T16:22:23Z
dc.date.available2024-09-29T16:22:23Z
dc.date.issued2006
dc.departmentKarabük Üniversitesien_US
dc.description.abstractOne of the cutter path strategies used in pocket milling in machining is spiral cutter path strategy. The correct selection of cutter path and cutting parameters affects directly upon manufacturing time, machining surface status and cost. The surface roughness that could be obtained from pocket milling by the different cutter parameters of spindle speed, feed rate, depth of cut and step over, and spiral cutter path strategy has been modelled by Genetic Programming (GP). Training and verification data sets have been compiled using real cutting data based on the related material and cutting conditions. Different experiments have been conducted with different genetic operators and a surface roughness model with a 98% performance value has been obtained based on the models generated. The results obtained show that GP approach produces successful models. Development of models based on different material and cutting conditions using GP will provide important contribution to manufacturing. The GP software prepared for modelling can be applied to inverse problems that the answers are known but the questions.en_US
dc.identifier.endpage674en_US
dc.identifier.issn1300-1884
dc.identifier.issue4en_US
dc.identifier.scopus2-s2.0-33845442423en_US
dc.identifier.scopusqualityQ2en_US
dc.identifier.startpage667en_US
dc.identifier.urihttps://hdl.handle.net/20.500.14619/10027
dc.identifier.volume21en_US
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.relation.ispartofJournal of the Faculty of Engineering and Architecture of Gazi Universityen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectGenetic programmingen_US
dc.subjectInverse problemen_US
dc.subjectPocket millingen_US
dc.subjectSpiral cutter path strategyen_US
dc.subjectSurface roughnessen_US
dc.titleDevelopment of surface roughness model for machining by genetic programmingen_US
dc.title.alternativeGeneti?k programlama i?le i?malat i?çi?n yüzey pürüzlülük modeli? geli?şti? ri?lmesi?en_US
dc.typeArticleen_US

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