Adaptive neuro-fuzzy modeling for the swelling potential of compacted soils

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dc.contributor.authorKayadelen, C.
dc.contributor.authorTaskiran, T.
dc.contributor.authorGunaydin, O.
dc.contributor.authorFener, M.
dc.date.accessioned2019-08-01T13:38:39Z
dc.date.available2019-08-01T13:38:39Z
dc.date.issued2009
dc.departmentNiğde ÖHÜ
dc.description.abstractThis paper aims to present the usability of an adaptive neuro fuzzy inference system (ANFIS) for the prediction swelling potential of the compacted soils that are important materials for geotechnical purposes such as engineered barriers for municipal solid waste, earth dams, embankment and roads. In this study the swelling potential that is also one of significant parameters for compacted soils was modeled by ANFIS. For the training and testing of ANFIS model, data sets were collected from the tests performed on compacted soils for different geotechnical application in Nigde. Four parameters such as coarse-grained fraction ratio (CG), fine-grained fraction ratio (FG), plasticity index (PI) and maximum dry density (MDD) were presented to ANFIS model as inputs. The results obtained from the ANFIS models were validated with the data sets which are not used for the training stage. The analyses revealed that the predictions from ANFIS model are in sufficient agreement with test results.
dc.identifier.doi10.1007/s12665-009-0009-5
dc.identifier.endpage115
dc.identifier.issn1866-6280
dc.identifier.issue1
dc.identifier.scopus2-s2.0-77955196558
dc.identifier.scopusqualityQ2
dc.identifier.startpage109
dc.identifier.urihttps://dx.doi.org/10.1007/s12665-009-0009-5
dc.identifier.urihttps://hdl.handle.net/11480/4995
dc.identifier.volume59
dc.identifier.wosWOS:000274180900013
dc.identifier.wosqualityQ4
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.institutionauthor[0-Belirlenecek]
dc.language.isoen
dc.publisherSPRINGER
dc.relation.ispartofENVIRONMENTAL EARTH SCIENCES
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectSwelling potential
dc.subjectANFIS
dc.subjectCompacted soils
dc.titleAdaptive neuro-fuzzy modeling for the swelling potential of compacted soils
dc.typeArticle

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