Please use this identifier to cite or link to this item: https://hdl.handle.net/11499/36880
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dc.contributor.authorDikbaş, Fatih-
dc.contributor.authorYaşar, Mutlu-
dc.date.accessioned2021-02-02T09:23:11Z
dc.date.available2021-02-02T09:23:11Z
dc.date.issued2020-
dc.identifier.issn2228-6160-
dc.identifier.urihttps://hdl.handle.net/11499/36880-
dc.identifier.urihttps://doi.org/10.1007/s40996-019-00331-6-
dc.description.abstractThe length and completeness of any hydrologic observation series increase the reliability of the results obtained by methods using the series. But the observed series generally contain gaps caused by many factors. Therefore, the imputation of missing data with appropriate methods is an important step in hydrologic analysis. This paper presents the implementation of the frequency-based imputation method in the estimation of 385 missing and 5543 observed total flow values of 23 stations in Antalya basin, Turkey. The data-driven method calculates the estimations for missing values based on the temporal and quantitative associations in existing observations by considering the frequencies of the observed value ranges. The observations of the stations in the basin show significant variations in climatic behavior. The correlations between the estimations of the frequency-based imputation method and the observations for each station vary between 0.62 and 0.98, while 87% of the correlations are higher than 0.80 and 65% of them are higher than 0.9. The obtained high correlations show that the frequency-based imputation method can be used reliably in estimating streamflow in Southern Turkey within the Mediterranean climate zone. Other statistical measures (Nash–Sutcliffe efficiency coefficient, normalized root-mean-square error and mean absolute scaled error) and the comparison with the kriging method also validate the success or the obtained results. © 2020, Shiraz University.en_US
dc.language.isoenen_US
dc.publisherSpringer Science and Business Media Deutschland GmbHen_US
dc.relation.ispartofIranian Journal of Science and Technology - Transactions of Civil Engineeringen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectAntalya basinen_US
dc.subjectData-driven modelingen_US
dc.subjectFrequency-based imputationen_US
dc.subjectMissing dataen_US
dc.subjectRiver flowen_US
dc.titleData-driven modeling of flows of Antalya basin and reconstruction of missing dataen_US
dc.typeArticleen_US
dc.identifier.volume44en_US
dc.identifier.issue4en_US
dc.identifier.startpage1335
dc.identifier.startpage1335en_US
dc.identifier.endpage1344en_US
dc.authorid0000-0001-5779-2801-
dc.authorid0000-0001-7306-0600-
dc.identifier.doi10.1007/s40996-019-00331-6-
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.identifier.scopus2-s2.0-85077247971en_US
dc.identifier.wosWOS:000505331000001en_US
dc.identifier.scopusqualityQ3-
dc.ownerPamukkale University-
item.cerifentitytypePublications-
item.fulltextNo Fulltext-
item.grantfulltextnone-
item.openairecristypehttp://purl.org/coar/resource_type/c_18cf-
item.languageiso639-1en-
item.openairetypeArticle-
crisitem.author.dept10.02. Civil Engineering-
crisitem.author.dept10.02. Civil Engineering-
Appears in Collections:Mühendislik Fakültesi Koleksiyonu
Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection
WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection
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