Prediction of soil compaction under pneumatic tires a using fuzzy logic approach

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dc.contributor.authorCarman, K.
dc.date.accessioned2020-03-26T17:27:29Z
dc.date.available2020-03-26T17:27:29Z
dc.date.issued2008
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractArtificial intelligence systems are widely accepted as a technology offering an alternative way to tackle complex and ill-defined problems. They can learn from examples, are fault tolerant in the sense that they are able to handle noisy and incomplete data, are able to deal with non-linear problems, and once trained call perform prediction and generalization at high speed. Compared with traditional approaches, fuzzy logic is more efficient in linking the multiple inputs to a single output in a non-linear domain. The purpose of this study was to investigate the relationship between tire working parameters and soil compaction characteristics, and to illustrate how Fuzzy expert system might play an important role in prediction of soil. All experimental values were collected from soil bin. The trials were conducted in different tire types, vertical loads, inflation pressures and forvard velocities. In this paper, a sophisticated intelligent model, based on Mamdani approach fuzzy modeling principles, was developed to predict the changes in penetration resistance, final pressure and bulk density of soil due to wheel traffic. The verification of the proposed model is achieved via various numerical error criteria. For all parameters, the relative error of predicted values was found to be less than the acceptable limits (10%). (C) 2008 ISTVS. Published by Elsevier Ltd. All rights reserved.en_US
dc.identifier.doi10.1016/j.jterra.2008.10.001en_US
dc.identifier.endpage108en_US
dc.identifier.issn0022-4898en_US
dc.identifier.issue4en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage103en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.jterra.2008.10.001
dc.identifier.urihttps://hdl.handle.net/20.500.12395/22576
dc.identifier.volume45en_US
dc.identifier.wosWOS:000262020300001en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherPERGAMON-ELSEVIER SCIENCE LTDen_US
dc.relation.ispartofJOURNAL OF TERRAMECHANICSen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.titlePrediction of soil compaction under pneumatic tires a using fuzzy logic approachen_US
dc.typeArticleen_US

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