Comparison of ANN and MLR models for estimating solar radiation in Turkey using NOAA/AVHRR data

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dc.authoridsahin, mehmet/0000-0001-7942-9253
dc.authoridUYAR, Murat/0000-0001-7243-7939
dc.contributor.authorSahin, Mehmet
dc.contributor.authorKaya, Yilmaz
dc.contributor.authorUyar, Murat
dc.date.accessioned2024-12-24T19:25:21Z
dc.date.available2024-12-24T19:25:21Z
dc.date.issued2013
dc.departmentSiirt Üniversitesi
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. (C) 2012 COSPAR. Published by Elsevier Ltd. All rights reserved.
dc.identifier.doi10.1016/j.asr.2012.10.010
dc.identifier.endpage904
dc.identifier.issn0273-1177
dc.identifier.issn1879-1948
dc.identifier.issue5
dc.identifier.scopus2-s2.0-84873411994
dc.identifier.scopusqualityQ1
dc.identifier.startpage891
dc.identifier.urihttps://doi.org/10.1016/j.asr.2012.10.010
dc.identifier.urihttps://hdl.handle.net/20.500.12604/6371
dc.identifier.volume51
dc.identifier.wosWOS:000315363100018
dc.identifier.wosqualityQ3
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherElsevier Sci Ltd
dc.relation.ispartofAdvances in Space Research
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241222
dc.subjectSolar radiation
dc.subjectMapping
dc.subjectLand surface temperature
dc.subjectArtificial neural network
dc.subjectMultiple linear regression
dc.subjectNOAA/AVHRR
dc.titleComparison of ANN and MLR models for estimating solar radiation in Turkey using NOAA/AVHRR data
dc.typeArticle

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