Research Article

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

Volume: 9 Number: 2 December 31, 2020
EN

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

Abstract

Monitoring 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.

Keywords

Supporting Institution

TÜBİTAK

Project Number

TÜBİTAK 114O145

Thanks

This study was supported by The Scientific and Technological Research Council of Turkey (TÜBİTAK Project No: 114O145).

References

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Details

Primary Language

English

Subjects

Environmental Sciences , Water Resources and Water Structures , Agricultural Engineering (Other) , Limnology

Journal Section

Research Article

Publication Date

December 31, 2020

Submission Date

August 24, 2020

Acceptance Date

October 9, 2020

Published in Issue

Year 2020 Volume: 9 Number: 2

APA
Yağanoğlu, E., Yağanoğlu, A. M., Arslan, G., & Sönmez, A. Y. (2020). Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis. Marine Science and Technology Bulletin, 9(2), 207-214. https://doi.org/10.33714/masteb.784959
AMA
1.Yağanoğlu E, Yağanoğlu AM, Arslan G, Sönmez AY. Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis. Mar. Sci. Tech. Bull. 2020;9(2):207-214. doi:10.33714/masteb.784959
Chicago
Yağanoğlu, Elif, Aycan Mutlu Yağanoğlu, Gokhan Arslan, and Adem Yavuz Sönmez. 2020. “Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis”. Marine Science and Technology Bulletin 9 (2): 207-14. https://doi.org/10.33714/masteb.784959.
EndNote
Yağanoğlu E, Yağanoğlu AM, Arslan G, Sönmez AY (December 1, 2020) Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis. Marine Science and Technology Bulletin 9 2 207–214.
IEEE
[1]E. Yağanoğlu, A. M. Yağanoğlu, G. Arslan, and A. Y. Sönmez, “Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis”, Mar. Sci. Tech. Bull., vol. 9, no. 2, pp. 207–214, Dec. 2020, doi: 10.33714/masteb.784959.
ISNAD
Yağanoğlu, Elif - Yağanoğlu, Aycan Mutlu - Arslan, Gokhan - Sönmez, Adem Yavuz. “Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis”. Marine Science and Technology Bulletin 9/2 (December 1, 2020): 207-214. https://doi.org/10.33714/masteb.784959.
JAMA
1.Yağanoğlu E, Yağanoğlu AM, Arslan G, Sönmez AY. Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis. Mar. Sci. Tech. Bull. 2020;9:207–214.
MLA
Yağanoğlu, Elif, et al. “Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis”. Marine Science and Technology Bulletin, vol. 9, no. 2, Dec. 2020, pp. 207-14, doi:10.33714/masteb.784959.
Vancouver
1.Elif Yağanoğlu, Aycan Mutlu Yağanoğlu, Gokhan Arslan, Adem Yavuz Sönmez. Determination of Spatial and Temporal Changes in Surface Water Quality of Filyos River (Turkey) Using Principal Component Analysis and Cluster Analysis. Mar. Sci. Tech. Bull. 2020 Dec. 1;9(2):207-14. doi:10.33714/masteb.784959

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