Estimation of soil compaction parameters by using statistical analyses and artificial neural networks

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dc.contributor.authorGuenaydin, O.
dc.date.accessioned2019-08-01T13:38:39Z
dc.date.available2019-08-01T13:38:39Z
dc.date.issued2009
dc.departmentNiğde ÖHÜ
dc.description.abstractThis study presents the application of different methods (simple-multiple analysis and artificial neural networks) for the estimation of the compaction parameters (maximum dry unit weight and optimum moisture content) from classification properties of the soils. Compaction parameters can only be defined experimentally by Proctor tests. The data collected from the dams in some areas of Nigde (Turkey) were used for the estimation of soil compaction parameters. Regression analysis and artificial neural network estimation indicated strong correlations (r (2) = 0.70-0.95) between the compaction parameters and soil classification properties. It has been shown that the correlation equations obtained as a result of regression analyses are in satisfactory agreement with the test results. It is recommended that the proposed correlations will be useful for a preliminary design of a project where there is a financial limitation and limited time.
dc.identifier.doi10.1007/s00254-008-1300-6
dc.identifier.endpage215
dc.identifier.issn0943-0105
dc.identifier.issue1
dc.identifier.scopus2-s2.0-59649085783
dc.identifier.scopusqualityN/A
dc.identifier.startpage203
dc.identifier.urihttps://dx.doi.org/10.1007/s00254-008-1300-6
dc.identifier.urihttps://hdl.handle.net/11480/5082
dc.identifier.volume57
dc.identifier.wosWOS:000263130100019
dc.identifier.wosqualityQ3
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.institutionauthorGuenaydin, O.
dc.language.isoen
dc.publisherSPRINGER
dc.relation.ispartofENVIRONMENTAL GEOLOGY
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectCompaction parameters
dc.subjectAtterberg limits
dc.subjectSoil properties
dc.subjectArtificial neural networks
dc.subjectCorrelation
dc.titleEstimation of soil compaction parameters by using statistical analyses and artificial neural networks
dc.typeArticle

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