Investigating the feasibility of guar gum based foams for insulation applications using regression analysis

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dc.contributor.authorErgun, Mehmet-Emin
dc.contributor.authorErgun, Halime
dc.date.accessioned2024-02-23T14:44:48Z
dc.date.available2024-02-23T14:44:48Z
dc.date.issued2023
dc.departmentNEÜen_US
dc.description.abstractGuar gum is commonly utilized in the pharmaceutical, cosmetic, and food industries. However, its use as a foam material for insulation purposes in construction fields has not been extensively studied, especially with regards to machine learning. This study aimed to investigate the potential use of foams produced from biopolymers for insulation and to estimate their properties using two different regression analyses. The foams were produced using a simple and quick procedure involving a mixture of guar gum, cellulose, and boric acid in different proportions, and then dried in the oven. The results of the produced foams showed promising features such as low density, low thermal conductivity, and good mechanical properties, which are highly desirable in insulation materials. A regression model was developed to analyze the effects of the components used in the foam formulation and to provide an estimated method for future research. The regression model was able to accurately predict the results, with an R squared value of up to 0.99, allowing for more quantitative data to be obtained with fewer experimental results. Furthermore, it was found that guar gum had the most significant effect on the properties of the foams.en_US
dc.identifier.doi10.6036/10832
dc.identifier.endpage571en_US
dc.identifier.issn0012-7361
dc.identifier.issn1989-1490
dc.identifier.issue6en_US
dc.identifier.scopus2-s2.0-85176921664en_US
dc.identifier.scopusqualityQ4en_US
dc.identifier.startpage566en_US
dc.identifier.urihttps://doi.org/10.6036/10832
dc.identifier.urihttps://hdl.handle.net/20.500.12452/17121
dc.identifier.volume98en_US
dc.identifier.wosWOS:001107279200003en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherFederacion Asociaciones Ingenieros Industriales Espanaen_US
dc.relation.ispartofDynaen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectFoamen_US
dc.subjectGuar Gumen_US
dc.subjectThermal Conductivityen_US
dc.subjectRegressionen_US
dc.subjectInsulationen_US
dc.titleInvestigating the feasibility of guar gum based foams for insulation applications using regression analysisen_US
dc.typeArticleen_US

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