Artificial neural network based modelling of the Marshall Stability of asphalt concrete

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dc.contributor.authorÖzgan, Ercan
dc.date.accessioned2020-04-30T22:39:40Z
dc.date.available2020-04-30T22:39:40Z
dc.date.issued2011
dc.departmentDÜ, Teknik Eğitim Fakültesi, Yapı Eğitimi Bölümüen_US
dc.descriptionWOS: 000287419900154en_US
dc.description.abstractIn this study, the Marshall Stability (MS) of asphalt concrete under varying temperature and exposure times was modeled by using artificial neural network. In order to investigate the MS based on physical properties, exposure time and environment temperature, exposure times of 1.5, 3, 4.5 and 6 h and temperatures of 30 degrees C, 40 degrees C and 50 degrees C were selected. The results showed that at the environment temperature of 17 degrees C the stability of the asphalt core samples decreased by 40.16% at 30 degrees C after 1.5 h and 62.39% after 6 h. At 40 degrees C, the decrease was 74.31% after 1.5 and 78.10% after 6 h. At 50 degrees C the stability of the asphalt decreased by 83.22% after 1.5 h, and 88.66% after 6 h. Experiment results and ANN model exhibited good correlation for this reason the ANN method could be used to model the MS. (C) 2010 Elsevier Ltd. All rights reserved.en_US
dc.identifier.doi10.1016/j.eswa.2010.11.018en_US
dc.identifier.endpage6030en_US
dc.identifier.issn0957-4174
dc.identifier.issue5en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage6025en_US
dc.identifier.urihttps://doi.org/10.1016/j.eswa.2010.11.018
dc.identifier.urihttps://hdl.handle.net/20.500.12684/2794
dc.identifier.volume38en_US
dc.identifier.wosWOS:000287419900154en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherPergamon-Elsevier Science Ltden_US
dc.relation.ispartofExpert Systems With Applicationsen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectArtificial neural networken_US
dc.subjectAsphalt concreteen_US
dc.subjectMarshall Stabilityen_US
dc.subjectTemperatureen_US
dc.titleArtificial neural network based modelling of the Marshall Stability of asphalt concreteen_US
dc.typeArticleen_US

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