Long Term Electricity Demand Forecasting in Turkey Using Artificial Neural Networks
dc.contributor.author | Çunkaş, Mehmet | |
dc.contributor.author | Altun, Adem Alpaslan | |
dc.date.accessioned | 2020-03-26T17:49:29Z | |
dc.date.available | 2020-03-26T17:49:29Z | |
dc.date.issued | 2010 | |
dc.department | Selçuk Üniversitesi | en_US |
dc.description.abstract | This article presents an approach for Turkey's long-term electricity demand forecasting. Two Artificial Neural Network structures, three-layered back-propagation and a recurrent neural network are designed and tested for this purpose. Predictions are done for the years 2008 to 2014. Since long-term forecasting is mainly influenced by economic factors, this study focuses on economic data. The proposed approach produces lower percent errors, especially in the recurrent neural network. The forecast results by artificial neural networks are also compared with official forecasts. | en_US |
dc.identifier.citation | Çunkaş, M., Altun, A. A., (2010). Long Term Electricity Demand Forecasting in Turkey Using Artificial Neural Networks. Energy Sources Part B-economics Planning and Policy, 5(3), 279-289. Doi:10.1080/15567240802533542 | |
dc.identifier.doi | 10.1080/15567240802533542 | en_US |
dc.identifier.endpage | 289 | en_US |
dc.identifier.issn | 1556-7249 | en_US |
dc.identifier.issn | 1556-7257 | en_US |
dc.identifier.issue | 3 | en_US |
dc.identifier.scopusquality | Q1 | en_US |
dc.identifier.startpage | 279 | en_US |
dc.identifier.uri | https://dx.doi.org/10.1080/15567240802533542 | |
dc.identifier.uri | https://hdl.handle.net/20.500.12395/25046 | |
dc.identifier.volume | 5 | en_US |
dc.identifier.wos | WOS:000280161000006 | en_US |
dc.identifier.wosquality | Q3 | en_US |
dc.indekslendigikaynak | Web of Science | en_US |
dc.indekslendigikaynak | Scopus | en_US |
dc.institutionauthor | Çunkaş, M. | |
dc.institutionauthor | Altun, A. A. | |
dc.language.iso | en | en_US |
dc.publisher | TAYLOR & FRANCIS INC | en_US |
dc.relation.ispartof | Energy Sources Part B-economics Planning and Policy | en_US |
dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
dc.rights | info:eu-repo/semantics/openAccess | en_US |
dc.selcuk | 20240510_oaig | en_US |
dc.subject | Artificial Neural Networks | en_US |
dc.subject | Economic Factors | en_US |
dc.subject | Load Forecasting | en_US |
dc.subject | Turkey | en_US |
dc.title | Long Term Electricity Demand Forecasting in Turkey Using Artificial Neural Networks | en_US |
dc.type | Article | en_US |
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