Quantitative Effects of Anthropogenic and Natural Factors on Heavy Metals Pollution and Spatial Distribution in Surface Drinking Water Sources in the Upper Huaihe River Basin in China
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Data Sources
2.3. Sample Collection and Analysis
2.4. Quality Assessment and Quality Control
2.5. Research Methods
2.5.1. Water Quality Index (WQI)
2.5.2. Universal Index Formula in the Form of a Logarithmic Power Function
2.5.3. Health Assessment
2.5.4. Monte Carlo Simulation (MCS)
2.5.5. Geodetector
- (1)
- Factor detection
- (2)
- Interaction detector
2.5.6. Data Analysis
3. Results and Discussion
3.1. Assessment of Water Quality Pollution in Drinking Water Source Areas
3.1.1. Comprehensive Index Evaluation of Water Quality
3.1.2. Water Eutrophication Assessment
3.2. Health Risk Assessment of Heavy Metals in Drinking Water Source Areas
3.3. Source Apportionment of Heavy Metals in Drinking Water Sources
3.3.1. Factor Detection
3.3.2. Interaction Detection
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Liu, T.; Wang, M.; Zhang, C.; Yang, S.; Zhang, F.; Jia, L.; Ma, W.; Sui, S.; Liu, Q.; Wang, M. Quantitative Effects of Anthropogenic and Natural Factors on Heavy Metals Pollution and Spatial Distribution in Surface Drinking Water Sources in the Upper Huaihe River Basin in China. Toxics 2024, 12, 517. https://doi.org/10.3390/toxics12070517
Liu T, Wang M, Zhang C, Yang S, Zhang F, Jia L, Ma W, Sui S, Liu Q, Wang M. Quantitative Effects of Anthropogenic and Natural Factors on Heavy Metals Pollution and Spatial Distribution in Surface Drinking Water Sources in the Upper Huaihe River Basin in China. Toxics. 2024; 12(7):517. https://doi.org/10.3390/toxics12070517
Chicago/Turabian StyleLiu, Tong, Mingya Wang, Chunhui Zhang, Shili Yang, Fan Zhang, Luhao Jia, Wanqi Ma, Shaobo Sui, Qingwei Liu, and Mingshi Wang. 2024. "Quantitative Effects of Anthropogenic and Natural Factors on Heavy Metals Pollution and Spatial Distribution in Surface Drinking Water Sources in the Upper Huaihe River Basin in China" Toxics 12, no. 7: 517. https://doi.org/10.3390/toxics12070517
APA StyleLiu, T., Wang, M., Zhang, C., Yang, S., Zhang, F., Jia, L., Ma, W., Sui, S., Liu, Q., & Wang, M. (2024). Quantitative Effects of Anthropogenic and Natural Factors on Heavy Metals Pollution and Spatial Distribution in Surface Drinking Water Sources in the Upper Huaihe River Basin in China. Toxics, 12(7), 517. https://doi.org/10.3390/toxics12070517