Grain size calculation of Cu-Zn alloys using genetic programming; an alternative for Scherer's formula

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dc.authoridOZDEMIR, RASIM/0000-0003-1439-0444
dc.contributor.authorOzdemir, R.
dc.contributor.authorKarahan, I. Hakki
dc.date.accessioned2024-09-18T20:02:40Z
dc.date.available2024-09-18T20:02:40Z
dc.date.issued2015
dc.departmentHatay Mustafa Kemal Üniversitesien_US
dc.description.abstractGenetic Programming (GP) was used as a new method for formulation of grain size of electrodeposited Cui_xZnx alloys as a function of Zinc and Copper content both electrolyte and the alloy films produced by electrodeposition technique. To predict grain size 48 different expression models were conducted. Each model differs from the other with their linking function, number of genes, head size, and chromosomes. To generate databases for the new grain size formulations, testing and training sets in total of 134 samples were selected at different Zn and Cu ratios of components. The testing and training sets consisted of randomly selected 106 and 28 for the proposed models. 6 different input parameters were selected as dspacing spacing, Zn and Cu % content in the electrolyte and thin films and the test FWHM of the thin films obtained by XRD results. The output parameter was grain size of the electrodeposited Cu-Zn alloys. All results in the models indicated an applicable performance for predicting grain size of the alloys and found reliable. The predicted model showed that all of the input parameters effected on the resulting grain size.en_US
dc.identifier.endpage26en_US
dc.identifier.issn1454-4164
dc.identifier.issn1841-7132
dc.identifier.issue1-2en_US
dc.identifier.scopus2-s2.0-84929628385en_US
dc.identifier.scopusqualityQ4en_US
dc.identifier.startpage14en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12483/7949
dc.identifier.volume17en_US
dc.identifier.wosWOS:000350006000003en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherNatl Inst Optoelectronicsen_US
dc.relation.ispartofJournal of Optoelectronics and Advanced Materialsen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectArtificial intelligenceen_US
dc.subjectalloysen_US
dc.subjectMetal and metallic alloysen_US
dc.subjectElectrodepositionen_US
dc.subjectGrain Sizeen_US
dc.titleGrain size calculation of Cu-Zn alloys using genetic programming; an alternative for Scherer's formulaen_US
dc.typeArticleen_US

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