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Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis

dc.contributor.authorYAĞANOĞLU, Elif
dc.contributor.authorYAĞANOĞLU, Aycan Mutlu
dc.contributor.authorARSLAN, Gokhan
dc.contributor.authorSÖNMEZ, Adem Yavuz
dc.date.accessioned2026-01-05T23:20:08Z
dc.date.issued2020-12-31
dc.description.abstractMonitoring water quality is one of the high priorities for the protection of water resources. Many different approaches are used to analyse and interpret the variables that determine the variance of water quality observed in various sources. Statistical methods, especially multivariate statistical techniques, constitute an important part of these approaches. In this study, ten water quality parameters, which were measured for twelve months from seven stations determined on Filyos River, were evaluated by carrying out principal component analysis (PCA) and cluster analysis (CA) from multivariate statistical methods. In addition, dominant quality parameters designating the quality of the water source were determined. According to PCA results, 4 principal components contained the key variables and accounted for 69.49% of total variance of surface water quality from Filyos River. Dominant water quality parameters were observed to be temperature, EC, DO and pH. While the study revealed that the river is exposed to agricultural pollution alongside with the water quality character generated by the climatic conditions, it also suggested that multivariate statistical methods are useful tools in evaluating complex data sets such as water quality data, and monitoring the quality of water resources.
dc.description.urihttps://doi.org/10.33714/masteb.784959
dc.description.urihttps://dergipark.org.tr/en/download/article-file/1255440
dc.description.urihttps://doaj.org/article/1e1ff2947aac44bc961e02b31981e6c6
dc.description.urihttps://dx.doi.org/10.33714/masteb.784959
dc.description.urihttps://avesis.atauni.edu.tr/publication/details/3c7705b2-37e3-416b-9170-d96ca4d04325/oai
dc.description.urihttps://dergipark.org.tr/tr/pub/masteb/issue/51784/784959
dc.identifier.doi10.33714/masteb.784959
dc.identifier.eissn2147-9666
dc.identifier.endpage214
dc.identifier.openairedoi_dedup___::ae2f697c57ae1d5bd24c991d71f741d2
dc.identifier.orcid0000-0001-5963-3871
dc.identifier.orcid0000-0002-0163-6989
dc.identifier.orcid0000-0002-8634-8598
dc.identifier.orcid0000-0002-7043-1987
dc.identifier.startpage207
dc.identifier.urihttps://hdl.handle.net/20.500.12597/43725
dc.identifier.volume9
dc.publisherMarine Science and Technology Bulletin
dc.relation.ispartofMarine Science and Technology Bulletin
dc.rightsOPEN
dc.subjectprincipal component analysis
dc.subjectNaval architecture. Shipbuilding. Marine engineering
dc.subjectSH1-691
dc.subjectVM1-989
dc.subjectLimnology
dc.subjectAquaculture. Fisheries. Angling
dc.subjectZiraat Mühendisliği (Diğer)
dc.subjectNaval Science
dc.subjectLimnoloji
dc.subjectAgricultural Engineering (Other)
dc.subjectV
dc.subjectÇevre Bilimleri
dc.subjectFilyos River
dc.subjectSurface water quality
dc.subjectPrincipal component analysis
dc.subjectCluster analysis
dc.subjectfilyos river
dc.subjectWater Resources and Water Structures
dc.subjectEnvironmental Sciences
dc.subjectsurface water quality
dc.subjectSu Kaynakları ve Su Yapıları
dc.subjectcluster analysis
dc.subject.sdg14. Life underwater
dc.subject.sdg15. Life on land
dc.subject.sdg6. Clean water
dc.subject.sdg13. Climate action
dc.titleDetermination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis
dc.typeArticle
dspace.entity.typePublication
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