Comparison of ANN and MLR models for estimating solar radiation in Turkeyusing NOAA/AVHRR data. Advances in Space Research 51 (2013) 891- 904

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dc.contributor.authorŞahin, Mehmet
dc.contributor.authorKaya, Yılmaz
dc.contributor.authorUyar, Murat
dc.date.accessioned2017-05-08T16:58:24Z
dc.date.available2017-05-08T16:58:24Z
dc.date.issued2013
dc.departmentBelirleneceken_US
dc.description.abstractIn this paper, the estimation capacities of MLR and ANN are investigated to estimate monthly-average daily SR over Turkey. The satellite data are used for 73 different locations over Turkey. Land surface temperature, altitude, latitude, longitude and month are offered as the input variables for modeling ANN and MLR to get SR. Estimations of SR are evaluated with the meteorological values by using the statistical bases. The obtained results indicated that the ANN model could achieve a satisfactory performance when compared to the MLR model. Moreover, it is understood that more accurate results in estimation of SR are obtained in the use of satellite data, rather than the use of meteorological station data. Finally, the built ANN model is used to estimate the yearly average of daily SR over Turkey. As a result, satellite-based SR map for Turkey is generated.en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12604/536
dc.language.isoenen_US
dc.relation.publicationcategoryUluslararası Hakemli Dergi Makalesien_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.snmz#KayıtKontrol#
dc.subjectSolar radiation; Mapping; Land surface temperature; Artificial neural network; Multiple linear regression; NOAA/AVHRRen_US
dc.titleComparison of ANN and MLR models for estimating solar radiation in Turkeyusing NOAA/AVHRR data. Advances in Space Research 51 (2013) 891- 904en_US
dc.typeArticleen_US

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