Daily total global solar radiation modeling from several meteorological data

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dc.contributor.authorBilgili, Mehmet
dc.contributor.authorOzgoren, Muammer
dc.date.accessioned2020-03-26T18:14:04Z
dc.date.available2020-03-26T18:14:04Z
dc.date.issued2011
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractThis paper investigates the modeling of the daily total global solar radiation in Adana city of Turkey using multi-linear regression (MLR), multi-nonlinear regression (MNLR) and feed-forward artificial neural network (ANN) methods. Several daily meteorological data, i.e., measured sunshine duration, air temperature and wind speed and date of the year, i.e., monthly and daily, were used as independent variables to the MLR, MNLR and ANN models. In order to determine the relationship between the total global solar radiation and other meteorological data, and also to obtain the best independent variables, the MLR and MNLR analyses were performed with the "Stepwise" method in the Statistical Packages for the Social Sciences (SPSS) program. Thus, various models consisting of the combination of the independent variables were constructed and the best input structure was investigated. The performances of all models in the training and testing data sets were compared with the measured daily global solar radiation values. The obtained results indicated that the ANN method was better than the other methods in modeling daily total global solar radiation. For the ANN model, mean absolute error (MAE), mean absolute percentage error (MAPE), correlation coefficient (R) and coefficient of determination (R (2)) for the training/testing data set were found to be 0.89/1.00 MJ/m(2) day, 7.88/9.23%, 0.9824/0.9751, and 0.9651/0.9508, respectively.en_US
dc.identifier.doi10.1007/s00703-011-0137-9en_US
dc.identifier.endpage138en_US
dc.identifier.issn0177-7971en_US
dc.identifier.issn1436-5065en_US
dc.identifier.issue03.04.2020en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage125en_US
dc.identifier.urihttps://dx.doi.org/10.1007/s00703-011-0137-9
dc.identifier.urihttps://hdl.handle.net/20.500.12395/26295
dc.identifier.volume112en_US
dc.identifier.wosWOS:000290495200004en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherSPRINGER WIENen_US
dc.relation.ispartofMETEOROLOGY AND ATMOSPHERIC PHYSICSen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.titleDaily total global solar radiation modeling from several meteorological dataen_US
dc.typeArticleen_US

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