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An alternative approach for modelling and simulation of traffic data: artificial neural networks

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dc.creator Kalyoncuoglu, SF
dc.creator Tigdemir, Mesut
dc.date 2004-07-31T21:00:00Z
dc.date.accessioned 2020-10-06T09:29:50Z
dc.date.available 2020-10-06T09:29:50Z
dc.identifier 1ead5156-97f0-42d1-bc55-85e99deae9d8
dc.identifier 10.1016/j.simpat.2004.04.002
dc.identifier https://avesis.sdu.edu.tr/publication/details/1ead5156-97f0-42d1-bc55-85e99deae9d8/oai
dc.identifier.uri http://acikerisim.sdu.edu.tr/xmlui/handle/123456789/54945
dc.description It is assumed that there is a complicated relationship between the driver characteristics and involvement in traffic accidents. It is quite difficult to simulate the effects of these driver characteristics into the traffic accidents. The artificial neural networks (ANN) approach is proposed for training-predicting the database in this paper since it is a more flexible and assumption-free methodology. The networks are organised in different architectures and the results have been compared in order to determine the best fitting one. Finally, the best possible architecture is selected for a better representation of the survey data and the prediction of accident percentage. The predictions about the outputs for the inputs which are not used in the training of the ANN provide information about the drivers which cannot be reached in the database. The predictions are highly satisfactory and the ANNs have been found to be reliable processing systems for modelling and simulation in the traffic data assessments. (C) 2004 Elsevier B.V. All rights reserved.
dc.language eng
dc.rights info:eu-repo/semantics/closedAccess
dc.title An alternative approach for modelling and simulation of traffic data: artificial neural networks
dc.type info:eu-repo/semantics/article


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