Please use this identifier to cite or link to this item: https://hdl.handle.net/20.500.11851/1160
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dc.contributor.authorSorgun, Mehmet-
dc.contributor.authorÖzbayoğlu, Ahmet Murat-
dc.contributor.authorÖzbayoğlu, M. Evren-
dc.date.accessioned2019-06-26T07:40:34Z
dc.date.available2019-06-26T07:40:34Z
dc.date.issued2015-05-
dc.identifier.citationSorgun, M., Ozbayoglu, A. M., & Ozbayoglu, M. E. (2015). Support Vector Regression and Computational Fluid Dynamics Modeling of Newtonian and Non-Newtonian Fluids in Annulus With Pipe Rotation. Journal of Energy Resources Technology, 137(3), 032901.en_US
dc.identifier.issn0195-0738-
dc.identifier.urihttp://energyresources.asmedigitalcollection.asme.org/article.aspx?articleid=1911781-
dc.identifier.urihttps://hdl.handle.net/20.500.11851/1160-
dc.description.abstractThe estimation of the pressure losses inside annulus during pipe rotation is one of the main concerns in various engineering professions. Pipe rotation is a considerable parameter affecting pressure losses in annulus during drilling. In this study, pressure losses of Newtonian and non-Newtonian fluids flowing through concentric horizontal annulus are predicted using computational fluid dynamics (CFD) and support vector regression (SVR). SVR and CFD results are compared with experimental data obtained from literature. The comparisons show that CFD model could predict frictional pressure gradient with an average absolute percent error less than 3.48% for Newtonian fluids and 19.5% for non-Newtonian fluids. SVR could predict frictional pressure gradient with an average absolute percent error less than 5.09% for Newtonian fluids and 5.98% for non-Newtonian fluids.en_US
dc.language.isoenen_US
dc.publisherASMEen_US
dc.relation.ispartofJournal Of Energy Resources Technology-Transactions Of The Asmeen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectAnnen_US
dc.subjectCfden_US
dc.subjectNon-Newtonian Fluidsen_US
dc.subjectLaminar Flowen_US
dc.subjectPipe Rotationen_US
dc.subjectPressure Lossen_US
dc.subjectSvren_US
dc.titleSupport Vector Regression and Computational Fluid Dynamics Modeling of Newtonian and Non-Newtonian Fluids in Annulus With Pipe Rotationen_US
dc.typeArticleen_US
dc.departmentFaculties, Faculty of Engineering, Department of Computer Engineeringen_US
dc.departmentFakülteler, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.identifier.volume137en_US
dc.identifier.issue3en_US
dc.authorid0000-0001-7998-5735-
dc.identifier.wosWOS:000355284500018-
dc.identifier.scopus2-s2.0-85050578889-
dc.institutionauthorÖzbayoğlu, Ahmet Murat-
dc.identifier.doi10.1115/1.4028694-
dc.authorwosidH-2328-2011-
dc.authorscopusid6505999525-
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.identifier.scopusqualityQ2-
dc.identifier.wosqualityQ3-
item.fulltextNo Fulltext-
item.languageiso639-1en-
item.openairecristypehttp://purl.org/coar/resource_type/c_18cf-
item.cerifentitytypePublications-
item.openairetypeArticle-
item.grantfulltextnone-
crisitem.author.dept02.1. Department of Artificial Intelligence Engineering-
Appears in Collections:Bilgisayar Mühendisliği Bölümü / Department of Computer Engineering
Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection
WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection
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