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Modelling daily water level fluctuations of Lake Van (Eastern Turkey) using Artificial Neural Networks

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dc.contributor.authors Dogan, E; Kocamaz, UE; Utkucu, M; Yildirim, E;
dc.date.accessioned 2020-03-06T08:07:37Z
dc.date.available 2020-03-06T08:07:37Z
dc.date.issued 2016
dc.identifier.citation Dogan, E; Kocamaz, UE; Utkucu, M; Yildirim, E; (2016). Modelling daily water level fluctuations of Lake Van (Eastern Turkey) using Artificial Neural Networks. FUNDAMENTAL AND APPLIED LIMNOLOGY, 187, 189-177
dc.identifier.issn 1863-9135
dc.identifier.uri https://doi.org/10.1127/fal/2015/0736
dc.identifier.uri https://hdl.handle.net/20.500.12619/67156
dc.description.abstract In this paper, two different Artificial Neural Network (ANN) techniques, namely the Feed-Forward Neural Networks (FFNNs) and the Radial Basis Function Neural Networks (RBFNNs), are used for the prediction of the daily water level of Lake Van. The water level fluctuations of Lake Van have been changing throughout history due to global warming processes. The estimated daily water levels using ANNs and the corresponding observed values correlate well. The results of the models are compared using Mean Squared Error (MSE) and Determination Coefficient (R-2) statistics. Comparison of the results has shown that the FFNN model performs better than the RBFNN model in the predictions. The forecasting results have indicated that the water level fluctuations of Lake Van have a long-term decreasing trend in the future with the water level reduced by as much as 15 cm compared with the lowest lake level of the 2011 water year.
dc.language English
dc.publisher E SCHWEIZERBARTSCHE VERLAGSBUCHHANDLUNG
dc.subject Marine & Freshwater Biology
dc.title Modelling daily water level fluctuations of Lake Van (Eastern Turkey) using Artificial Neural Networks
dc.type Article
dc.identifier.volume 187
dc.identifier.startpage 177
dc.identifier.endpage 189
dc.contributor.department Sakarya Üniversitesi/Mühendislik Fakültesi/İnşaat Mühendisliği Bölümü
dc.contributor.saüauthor Doğan, Emrah
dc.contributor.saüauthor Kocamaz, Uğur Erkin
dc.contributor.saüauthor Utkucu, Murat
dc.contributor.saüauthor Yıldırım, Eray
dc.relation.journal FUNDAMENTAL AND APPLIED LIMNOLOGY
dc.identifier.wos WOS:000370959900001
dc.identifier.doi 10.1127/fal/2015/0736
dc.contributor.author Doğan, Emrah
dc.contributor.author Kocamaz, Uğur Erkin
dc.contributor.author Utkucu, Murat
dc.contributor.author Yıldırım, Eray


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