Tool life model for Al2O3 particle reinforced MMCs using genetic expression programming

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dc.authoridEYERCIOGLU, OMER/0000-0002-9076-0972
dc.authoridKANCA, ERDOGAN/0000-0002-7997-9631
dc.contributor.authorKok, M.
dc.contributor.authorKanca, E.
dc.contributor.authorEyercioglu, O.
dc.date.accessioned2024-09-18T20:32:47Z
dc.date.available2024-09-18T20:32:47Z
dc.date.issued2011
dc.departmentHatay Mustafa Kemal Üniversitesien_US
dc.description.abstractIn the present work, the wear of cutting tools in the machining of 7075Al alloy composites reinforced with 10 and 25 wt-% and 16 mm average size Al2O3 particles was investigated. Machining tests were performed on both as cast and heat treated composites by turning process using a physical vapour deposition coated carbide tool CP500 at different cutting conditions. A new model was developed to predict the tool life by genetic expression programming. The training and validation data sets were obtained from the well established machining test results. The weight fraction of particle P-w, cutting speed V, feedrate f and heat treatment Ht were used as independent input variables, while tool life T was used as a dependent output variable. Different models for tool life were predicted on the basis of the training data set using genetic programming, and the accuracy of the best model was proved with validation data set. The test results showed that the genetic expression programming model has produced correlation coefficient R values of similar to 0.958 for the training data and 0.952 for the validation data. The predicted tool life results were compared with experimental results and found to be in good agreement with the experimentally observed ones.en_US
dc.identifier.doi10.1179/1743284710Y.0000000037
dc.identifier.endpage1827en_US
dc.identifier.issn0267-0836
dc.identifier.issn1743-2847
dc.identifier.issue12en_US
dc.identifier.scopus2-s2.0-82455174265en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage1819en_US
dc.identifier.urihttps://doi.org/10.1179/1743284710Y.0000000037
dc.identifier.urihttps://hdl.handle.net/20.500.12483/11112
dc.identifier.volume27en_US
dc.identifier.wosWOS:000298235000012en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherTaylor & Francis Ltden_US
dc.relation.ispartofMaterials Science and Technologyen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectMetal matrix compositesen_US
dc.subjectMachinabilityen_US
dc.subjectModellingen_US
dc.subjectTool lifeen_US
dc.subjectGenetic expression programmingen_US
dc.subjectHeat treatmenten_US
dc.titleTool life model for Al2O3 particle reinforced MMCs using genetic expression programmingen_US
dc.typeArticleen_US

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