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Abstract

This study employs multivariate statistical techniques, water quality index (WQI), and a positive matrix factorization (PMF) receptor model to identify pollution sources entering a river, and evaluate the water quality. The study aims to establish strategies for effective water quality management in a watershed by identifying water quality characteristics using principal component analysis (PCA), and evaluating the effect of each pollution source using the PMF model. Through PCA, we identified organic matter and nutrients (e.g., nitrogen and phosphorus) as the primary sources of pollution with a significant impact on the target watershed. The PMF receptor model showed that the pollution sources included organic matter (29.61%), chlorophyll (22.52%), and nitrogen-based nutritive salts (19.80%). Furthermore, the WQI revealed a decrease in the calculated values in urban districts; site 1 (85.1) showed the highest value, whereas sites 5 (64.0) and 6 (63.8) showed lower values. The overall water quality remained safe above the moderate level. To maintain safe water quality and ensure effective management practices, it is imperative to consistently monitor the treated water flowing into the river from domestic sewage and industrial wastewater treatment facilities, and implement countermeasures against various non-point pollution sources. By selecting the sections affecting the target watershed and presenting the main factors and contributions of pollution sources, this study provides a range of methods for water quality management through scientific and precise analysis. The diverse analysis techniques employed in this study can be applied to future water quality evaluations.

Details

1009240
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Company / organization
Title
Diagnostic evaluation of a small watershed via multivariate statistical analysis and a positive matrix factorization receptor model
Author
Jo, Chang Dae 1 ; Kwon, Heon Gak 1   VIAFID ORCID Logo 

 Nakdong River Environment Research Center, National Institute of Environmental Research, Dalseong-gun, Daegu, Republic of Korea (GRID:grid.419585.4) (ISNI:0000 0004 0647 9913) 
Publication title
Volume
15
Issue
11
Pages
277
Publication year
2025
Publication date
Nov 2025
Publisher
Springer Nature B.V.
Place of publication
Heidelberg
Country of publication
Netherlands
Publication subject
ISSN
21905487
e-ISSN
21905495
Source type
Scholarly Journal
Language of publication
English
Document type
Journal Article
Publication history
 
 
Online publication date
2025-10-28
Milestone dates
2025-09-10 (Registration); 2025-05-02 (Received); 2025-09-09 (Accepted)
Publication history
 
 
   First posting date
28 Oct 2025
ProQuest document ID
3266131845
Document URL
https://www.proquest.com/scholarly-journals/diagnostic-evaluation-small-watershed-via/docview/3266131845/se-2?accountid=208611
Copyright
© The Author(s) 2025. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2025-11-15
Database
ProQuest One Academic