An application of modified Smeed, adapted Andreassen and artificial neural network accident models to three metropolitan cities of Turkey

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dc.contributor.authorAkgüngör, Ali Payidar
dc.contributor.authorDoğan, Erdem
dc.date.accessioned2020-06-25T17:48:18Z
dc.date.available2020-06-25T17:48:18Z
dc.date.issued2009
dc.departmentKırıkkale Üniversitesi
dc.descriptionAKGUNGOR, ALI PAYIDAR/0000-0003-0669-5715
dc.description.abstractTraffic accident prediction models are used for transportation safety studies. This study proposes 2 analytical models and an artificial neural network (ANN) model to estimate the number of deaths resulted from traffic accidents in 3 metropolitan cities of Turkey utilizing historical data between 1986 and 2005. The first analytical model is a modified form of the Smeed accident prediction model and the second one is an adapted form of the Andreassen model. In the model development, population (P) and the number of vehicles (N) were taken as independent variables. In the ANN approach, the sigmoid and pureline functions were used as activation functions with feed forward-back propagation algorithm. The model estimations were compared against the observations and it was seen that the ANN model performed better than the other 2 analytical models.en_US
dc.identifier.citationclosedAccessen_US
dc.identifier.endpage913en_US
dc.identifier.issn1992-2248
dc.identifier.issue9en_US
dc.identifier.scopus2-s2.0-70349639424
dc.identifier.scopusqualityN/A
dc.identifier.startpage906en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12587/4397
dc.identifier.volume4en_US
dc.identifier.wosWOS:000270306000010
dc.identifier.wosqualityQ3
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherAcademic Journalsen_US
dc.relation.ispartofScientific Research And Essays
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectAccident prediction modelen_US
dc.subjectthe Smeed modelen_US
dc.subjectthe Andreassen modelen_US
dc.subjecttraffic accident deathsen_US
dc.subjectartificial neural network (ANN)en_US
dc.subjectTurkeyen_US
dc.titleAn application of modified Smeed, adapted Andreassen and artificial neural network accident models to three metropolitan cities of Turkeyen_US
dc.typeArticle

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