Chemometric investigation of river system contamination: Source identification and risk assessment using positive matrix factorization and Monte Carlo simulation

IF 3.5 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES
Fikret Ustaoğlu , Bayram Yüksel , Mehmet Metin Yazman , Joanna Jaskuła , Cem Tokatlı
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引用次数: 0

Abstract

This study investigates the water quality of the Abdal River System in Türkiye, an important water supply for the metropolitan area, using chemometric applications, including Positive Matrix Factorization (PMF) for source apportionment and Monte Carlo Simulation (MCS) for health risk assessment. Surface water samples were analyzed for 14 potentially toxic elements (PTEs), including nutrients and other elements. Their concentrations, in ascending order, were: Cd (0.13) < Cr (1.34) < Pb (1.50) < Mn (1.89) < Hg (1.98) < Cu (2.96) < Ni (5.32) < As (7.17) < Fe (31.16) < Zn (151.48) < Al (320.86) < K (3631) < Mg (15607) < Na (18870) < Ca (72842) μg/L. The water quality was evaluated utilizing indices including Heavy Metal Pollution Index (HPI), Water Quality Index (WQI), and Contamination Degree (CD), with results indicating generally good water quality and minimal pollution levels. PMF analysis identified three primary sources of contamination: natural/geogenic processes, agricultural runoff, and urban activities including domestic runoff. Health risk assessments highlighted arsenic as the most significant contributor to non-carcinogenic and carcinogenic risks. For children, the hazard index (HI) for arsenic was 7.35E-01 (ingestion: 7.26E-01; dermal: 9.00E-03), remaining below the safety threshold of 1, indicating no significant non-carcinogenic risk. Similarly, the carcinogenic risk (CR) for arsenic was 2.92E-04, within the acceptable range (1E-06 to 1E-04). The Monte Carlo Simulation quantified variability and uncertainty in health risks, highlighting arsenic as the main contributor, with 16.15 % of scenarios for children exceeded the acceptable non-carcinogenic risk threshold. This study is the first to integrate PMF with MCS for a comprehensive evaluation of pollution sources and health risks in the Abdal River System, offering a novel approach to environmental management in semi-urban watersheds. The findings confirm the water quality is safe under current conditions but highlight the need for ongoing monitoring and targeted mitigation to ensure sustainable management of the Abdal River System.
河流系统污染的化学计量学研究:使用正矩阵分解和蒙特卡罗模拟的来源识别和风险评估
本研究利用化学计量学的方法,包括正矩阵分解法(PMF)和蒙特卡罗模拟法(MCS),对城市重要水源 rkiye Abdal河水系的水质进行了研究。对地表水样品进行了14种潜在有毒元素(pte)分析,包括营养物质和其他元素。其浓度由高到低依次为:Cd (0.13) <;Cr (1.34) <;Pb (1.50) <;Mn (1.89) <;Hg (1.98) <;Cu (2.96) <;Ni (5.32) <;As (7.17) <;Fe (31.16) <;Zn (151.48) <;Al (320.86) <;K (3631) <;Mg (15607) <;Na (18870) <;Ca (72842) μg/L。利用重金属污染指数(HPI)、水质指数(WQI)和污染程度(CD)对水质进行评价,结果表明水质总体良好,污染程度最小。PMF分析确定了三个主要污染源:自然/地质过程、农业径流和包括家庭径流在内的城市活动。健康风险评估强调,砷是造成非致癌和致癌风险的最主要因素。儿童砷的危害指数(HI)为7.35E-01(摄入:7.26E-01;真皮:9.00E-03),仍低于安全阈值1,表明无显著的非致癌风险。同样,砷的致癌风险(CR)为2.92E-04,在可接受范围内(1E-06至1E-04)。蒙特卡罗模拟量化了健康风险的可变性和不确定性,强调砷是主要因素,16.15%的儿童情景超过了可接受的非致癌风险阈值。这项研究首次将PMF与MCS结合起来,对Abdal河水系的污染源和健康风险进行综合评估,为半城市流域的环境管理提供了一种新的方法。研究结果证实,在目前的条件下,水质是安全的,但强调需要持续监测和有针对性的缓解措施,以确保对Abdal河系统的可持续管理。
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来源期刊
Journal of contaminant hydrology
Journal of contaminant hydrology 环境科学-地球科学综合
CiteScore
6.80
自引率
2.80%
发文量
129
审稿时长
68 days
期刊介绍: The Journal of Contaminant Hydrology is an international journal publishing scientific articles pertaining to the contamination of subsurface water resources. Emphasis is placed on investigations of the physical, chemical, and biological processes influencing the behavior and fate of organic and inorganic contaminants in the unsaturated (vadose) and saturated (groundwater) zones, as well as at groundwater-surface water interfaces. The ecological impacts of contaminants transported both from and to aquifers are of interest. Articles on contamination of surface water only, without a link to groundwater, are out of the scope. Broad latitude is allowed in identifying contaminants of interest, and include legacy and emerging pollutants, nutrients, nanoparticles, pathogenic microorganisms (e.g., bacteria, viruses, protozoa), microplastics, and various constituents associated with energy production (e.g., methane, carbon dioxide, hydrogen sulfide). The journal''s scope embraces a wide range of topics including: experimental investigations of contaminant sorption, diffusion, transformation, volatilization and transport in the surface and subsurface; characterization of soil and aquifer properties only as they influence contaminant behavior; development and testing of mathematical models of contaminant behaviour; innovative techniques for restoration of contaminated sites; development of new tools or techniques for monitoring the extent of soil and groundwater contamination; transformation of contaminants in the hyporheic zone; effects of contaminants traversing the hyporheic zone on surface water and groundwater ecosystems; subsurface carbon sequestration and/or turnover; and migration of fluids associated with energy production into groundwater.
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