PREDICTION OF SURFACE HARDNESS IN A BURNISHING PROCESS USING TAGUCHI METHOD, FUZZY LOGIC MODEL AND REGRESSION ANALYSIS

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dc.contributor.authorBasar, Gokhan
dc.contributor.authorKahraman, Funda
dc.date.accessioned2025-03-17T12:27:48Z
dc.date.available2025-03-17T12:27:48Z
dc.date.issued2018
dc.departmentTarsus Üniversitesi
dc.description.abstractThe available work is aimed for comparison and estimation of surface hardness in ball burnishing process of aluminum alloy based upon the Taguchi technique, Fuzzy logic and regression models. The ball burnishing parameters like burnishing speed, force, feed rate and number of passes were designed using Taguchi L-25 orthogonal design matrix. Taguchi's signal to noise ratio was used to optimize the surface hardness. The effect of burnishing parameters on surface hardness was established by analysis of variance. Fuzzy logic was conducted using Matlab Toolbox. Taguchi technique, second order regression model and variance analysis were developed using MINITAB 17. The predicted hardness values of performance parameters were operated to compare the distinct models. The results of predicted models indicated that the consistent predictive model is the fuzzy logic model. With high correlation coefficient (R-2 = 97.52 %), the model was regarded adequately accurate.
dc.identifier.endpage1293
dc.identifier.issn1304-7205
dc.identifier.issn1304-7191
dc.identifier.issue4
dc.identifier.scopusqualityN/A
dc.identifier.startpage1281
dc.identifier.urihttps://hdl.handle.net/20.500.13099/2454
dc.identifier.volume36
dc.identifier.wosWOS:000454526700024
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherYildiz Technical Univ
dc.relation.ispartofSigma Journal of Engineering and Natural Sciences-Sigma Muhendislik Ve Fen Bilimleri Dergisi
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WOS_20250316
dc.subjectBall burnishing
dc.subjectsurface hardness
dc.subjectTaguchi method
dc.subjectfuzzy logic
dc.subjectregression model
dc.titlePREDICTION OF SURFACE HARDNESS IN A BURNISHING PROCESS USING TAGUCHI METHOD, FUZZY LOGIC MODEL AND REGRESSION ANALYSIS
dc.typeArticle

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