Application of multivariate statistical techniques in the assessment of long-term surface water quality in Dong Thap Province, Vietnam

IF 2.9 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Environmental Monitoring and Assessment Pub Date : 2024-12-04 DOI:10.1007/s10661-024-13436-x
Duc Danh Ha, Dan Hoang Nguyen, Binh Chi Nguyen, Tuan Quoc Nguyen, Giau Thi Ngọc Le
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Abstract

This study assessed the surface water quality in Dong Thap province during 2013–2023 using multivariate statistical techniques. Water quality index (WQI), Pearson correlation, principal component analysis (PCA), and cluster analysis (CA) were determined based on monitoring data for parameters. The findings showed that only some water samples had pH values below the permissible standard, while 95.5% of samples exceeded the standard of Escherichia coli in surface water. In some years, 100% samples having BOD5, TSS, NH4+, and E. coli exceeded the permissible limits. The PCA identified four, five, and seven major potential sources during 2013–2015, 2016–2020, and 2021–2023, respectively, explaining 75.9%, 63.0%, and 63.0% of variation in the corresponding duration times. For heavy metals, the number of water samples containing As, Cu, and Pb exceeding the water permissible limits were 15.5%, 21.4%, and 2.8% samples in 2021, respectively, but no heavy metal was above standard in 2022 and 2023. The evaluation of average water quality based on WQI showed that 79.31% and 76.19% of the sample sites were classified to be average during 2016–2020 and 2021–2023, respectively, and others were bad water quality. However, the water quality showed an improving trend with 70% of monitoring positions considered as good water quality in 2023. The results showed that anthropogenic activities and hydrological regime were the main source of pollution. This study provides guidance to policymakers in developing water management strategies to have proper actions to prevent water pollution.

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多元统计技术在越南同塔省地表水水质长期评价中的应用
采用多元统计方法对2013-2023年同塔省地表水水质进行了评价。根据监测数据确定水质指数(WQI)、Pearson相关性、主成分分析(PCA)和聚类分析(CA)。调查结果显示,只有部分水样pH值低于允许标准,而95.5%的水样在地表水中大肠杆菌超标。在某些年份,100%的样品中BOD5、TSS、NH4+和大肠杆菌都超过了允许的限度。PCA分别在2013-2015年、2016-2020年和2021-2023年确定了4个、5个和7个主要潜在源,解释了相应持续时间内75.9%、63.0%和63.0%的变化。重金属方面,As、Cu、Pb超标的水样数量在2021年分别为15.5%、21.4%和2.8%,但在2022年和2023年均无重金属超标。基于WQI的平均水质评价结果显示,2016-2020年和2021-2023年,平均水质为79.31%,平均水质为76.19%,其余为差水质。然而,水质呈现改善趋势,2023年70%的监测位置水质良好。结果表明,人为活动和水文环境是主要污染源。本研究为决策者制定水管理策略,采取适当行动预防水污染提供指导。
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来源期刊
Environmental Monitoring and Assessment
Environmental Monitoring and Assessment 环境科学-环境科学
CiteScore
4.70
自引率
6.70%
发文量
1000
审稿时长
7.3 months
期刊介绍: Environmental Monitoring and Assessment emphasizes technical developments and data arising from environmental monitoring and assessment, the use of scientific principles in the design of monitoring systems at the local, regional and global scales, and the use of monitoring data in assessing the consequences of natural resource management actions and pollution risks to man and the environment.
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