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Artificial neural networks-based backcalculation of the structural properties of a typical flexible pavement

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dc.creator AKTAŞ, BEKİR
dc.creator SALTAN, Mehmet
dc.creator Uz, Volkan Emre
dc.date 2013-10-31T22:00:00Z
dc.date.accessioned 2020-10-06T11:01:45Z
dc.date.available 2020-10-06T11:01:45Z
dc.identifier b7b544a5-95e0-46cc-bf01-a3e78a9b3b86
dc.identifier 10.1007/s00521-012-1131-y
dc.identifier https://avesis.sdu.edu.tr/publication/details/b7b544a5-95e0-46cc-bf01-a3e78a9b3b86/oai
dc.identifier.uri http://acikerisim.sdu.edu.tr/xmlui/handle/123456789/70236
dc.description Pavement evaluation is one of the foremost phases in all pavement engineering activities. In the backcalculation process, the researcher or the engineer varies the structural properties of the layers until the theoretical (calculated) deflections and the obtained (measured) deflections from FWD tests are closely matched to each other within a tolerable limit. However, this process is substantially time-consuming and poses some difficulties due to inherent inaccuracies in the results. In this study, synthetically derived deflections from a typical flexible pavement are used to estimate asphaltic concrete layer's elastic modulus, Poisson's ratio and thickness. Furthermore, artificial neural network (ANN) is utilized to determine the structural parameters, and it can be clearly seen that satisfactory results are obtained. ANN estimation of the three pavement layer characteristic parameters, that is, layer elastic modulus, Poisson's ratio and layer thickness, was carried out for the first time in the study.
dc.language eng
dc.rights info:eu-repo/semantics/closedAccess
dc.title Artificial neural networks-based backcalculation of the structural properties of a typical flexible pavement
dc.type info:eu-repo/semantics/article


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