Modelling of Turkey's net energy consumption using artificial neural network

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dc.contributor.authorSözen, Adnan
dc.contributor.authorArcaklioğlu, Erol
dc.contributor.authorÖzkaymak, Mehmet
dc.date.accessioned2020-06-25T15:13:31Z
dc.date.available2020-06-25T15:13:31Z
dc.date.issued2005
dc.departmentKırıkkale Üniversitesi
dc.description.abstractThe main goal of this study is to develop the equations for forecasting net energy consumption (NEC) using artificial neural network (ANN) technique in order to determine the future level of the energy consumption in Turkey. Two different models were used in order to train the neural network: (i) Population, gross generation, installed capacity and years are used in input layer of network (Model 1). (ii) Energy sources are used in input layer of network (Model 2). The NEC is in output layer for two models. R2 values for training data are equal to 0.99944 and 0.99913, for Model 1 and Model 2, respectively. Similarly, R2 values for testing data are equal to 0.997386 and 0.999558 for Model 1 and Model 2, respectively. According to the results, the NEC prediction using ANN technique will be helpful in developing highly applicable and productive planning for energy policies. Copyright © 2005 Inderscience Enterprises Ltd.en_US
dc.identifier.citationclosedAccessen_US
dc.identifier.doi10.1504/IJCAT.2005.006944
dc.identifier.endpage136en_US
dc.identifier.issn09528091
dc.identifier.issue2-3en_US
dc.identifier.scopus2-s2.0-21244445839
dc.identifier.scopusqualityQ2
dc.identifier.startpage130en_US
dc.identifier.urihttps://doi.org/10.1504/IJCAT.2005.006944
dc.identifier.urihttps://hdl.handle.net/20.500.12587/1832
dc.identifier.volume22en_US
dc.identifier.wosWOS:000210654800009
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.relation.ispartofInternational Journal of Computer Applications in Technology
dc.relation.publicationcategoryMakale - Ulusal Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectArtificial neural networken_US
dc.subjectConsumptionen_US
dc.subjectEnergy sourcesen_US
dc.subjectEstimationen_US
dc.subjectGross generationen_US
dc.subjectTurkeyen_US
dc.titleModelling of Turkey's net energy consumption using artificial neural networken_US
dc.typeArticle

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