Research Article

Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods

Volume: 11 Number: 4 December 31, 2025
TR EN

Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods

Abstract

This study aims to determine the spatial and temporal variations in the water quality of the Seben Taşlıyayla (Bolu) Reservoir and classify its water quality. For this purpose, water samples were taken monthly from three stations between March 2023 and February 2024, and then analyses were conducted; 21 physicochemical and 7 heavy metal parameters were examined, and the compliance of the obtained results with SWQR and WHO standards was tested. The parameters Pb+2 and TA were found to exceed standard limits, restricting water usage. Principal Component Analysis (PCA) was conducted to identify the main components of the water body. Through PCA, five principal factors were found to explain 92.824% of the total variance. It was determined that agricultural activities, heavy metals, and anthropogenic activities influenced the reservoir’s water quality. Hierarchical Cluster Analysis (HCA) categorized the seasons into two clusters and the 28 parameters into three clusters. Regarding irrigation water quality parameters, the SAR value was classified as “Excellent,” the % Na as “Good,” the MH (>50) as “Unsuitable,” the KR (<1) as “Suitable,” and the RSC (<1.25) as “Safe/Good.” Considering the Water Quality Index (WQI) calculated using annual mean values, the reservoir water was classified as “Excellent”; however, attention should be paid to spatial and temporal variations.

Keywords

Ethical Statement

This study did not involve any experiments on humans or animals. Therefore, ethical committee approval was not required for this research.

Thanks

We would like to express our gratitude to the General Directorate of Nature Conservation and National Parks for their valuable contributions to this study.

References

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Details

Primary Language

English

Subjects

Water Quality and Water Pollution, Pollution and Contamination (Other), Irrigation Water Quality

Journal Section

Research Article

Publication Date

December 31, 2025

Submission Date

October 27, 2025

Acceptance Date

November 5, 2025

Published in Issue

Year 2025 Volume: 11 Number: 4

APA
Özbek, E. S., & Mutlu, E. (2025). Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods. MEMBA Su Bilimleri Dergisi, 11(4), 553-569. https://doi.org/10.58626/memba.1811577
AMA
1.Özbek ES, Mutlu E. Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods. MEMBA Su Bilimleri Dergisi. 2025;11(4):553-569. doi:10.58626/memba.1811577
Chicago
Özbek, Elif Seda, and Ekrem Mutlu. 2025. “Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods”. MEMBA Su Bilimleri Dergisi 11 (4): 553-69. https://doi.org/10.58626/memba.1811577.
EndNote
Özbek ES, Mutlu E (December 1, 2025) Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods. MEMBA Su Bilimleri Dergisi 11 4 553–569.
IEEE
[1]E. S. Özbek and E. Mutlu, “Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods”, MEMBA Su Bilimleri Dergisi, vol. 11, no. 4, pp. 553–569, Dec. 2025, doi: 10.58626/memba.1811577.
ISNAD
Özbek, Elif Seda - Mutlu, Ekrem. “Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods”. MEMBA Su Bilimleri Dergisi 11/4 (December 1, 2025): 553-569. https://doi.org/10.58626/memba.1811577.
JAMA
1.Özbek ES, Mutlu E. Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods. MEMBA Su Bilimleri Dergisi. 2025;11:553–569.
MLA
Özbek, Elif Seda, and Ekrem Mutlu. “Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods”. MEMBA Su Bilimleri Dergisi, vol. 11, no. 4, Dec. 2025, pp. 553-69, doi:10.58626/memba.1811577.
Vancouver
1.Elif Seda Özbek, Ekrem Mutlu. Spatial and Temporal Evaluation of Water Pollution Parameters in Seben Taşlıyayla (Bolu, Türkiye) Reservoir by Using the Water Quality Index and Multivariate Statistical Methods. MEMBA Su Bilimleri Dergisi. 2025 Dec. 1;11(4):553-69. doi:10.58626/memba.1811577

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