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dc.contributor.authorİnan, Çağrı Alperen
dc.contributor.authorCanoğlu, Mustafa Can
dc.contributor.authorKurtuluş, Bedri
dc.date.accessioned2020-11-20T14:50:42Z
dc.date.available2020-11-20T14:50:42Z
dc.date.issued2018
dc.identifier.issn1018-4619
dc.identifier.issn1610-2304
dc.identifier.urihttps://hdl.handle.net/20.500.12809/1600
dc.descriptionWOS: 000452689400026en_US
dc.description.abstractThe prediction of a rainfall-runoff relationship includes complex processes in karstic aquifer systems. In this study, an artificial neural network (ANN) model is utilized in order to simulate the rainfall -runoff relationships of La Chartreux spring in the karstic region Cahors, Southern France. Since numerical models are thought to be insufficient, the present study will contribute to the improvement of rainfall-discharge prediction models by using ANNs in MATLAB software. The model has been conducted with a feed forward and back propagation algorithm. The model is improved by the Levenberg-Marquardt algorithm in order to generalize the complex and non-linear rainfall-runoff issues. The meteorological data was obtained from meteorological stations in the region including eight years of rainfall and discharge data between 1976 and 1983. Model performance has been evaluated with respect to statistical error measures (root mean square error (RMSE), and correlation coefficient square (R-2). This study confirmed that artificial neural networks are capable of predicting rainfall-runoff relationships depending on the data quality, neural network properties, and data variability.en_US
dc.item-language.isoengen_US
dc.publisherParlar Scientific Publications (P S P)en_US
dc.item-rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectLa Chartreux Springen_US
dc.subjectCahorsen_US
dc.subjectQuercyen_US
dc.subjectArtificial Neural Networken_US
dc.subjectRainfall - Runoff Relationshipen_US
dc.titleA NEW ARTIFICIAL NEURAL NETWORK MODEL FOR THE PREDICTION OF THE RAINFALL-RUNOFF RELATIONSHIP FOR LA CHARTREUX SPRING, FRANCEen_US
dc.item-typearticleen_US
dc.contributor.departmentMÜ, Mühendislik Fakültesi, Jeoloji Mühendisliği Bölümüen_US
dc.contributor.institutionauthorKurtuluş, Bedri
dc.identifier.volume27en_US
dc.identifier.issue11en_US
dc.identifier.startpage7354en_US
dc.identifier.endpage7363en_US
dc.relation.journalFresenius Environmental Bulletinen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US


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