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基于蒙特卡罗模拟、地质探测器和随机森林模型探究资源型城市细道路尘中潜在有毒元素(PTEs)的环境风险和季节性变化。

Exploring the environmental risks and seasonal variations of potentially toxic elements (PTEs) in fine road dust in resource-based cities based on Monte Carlo simulation, geo-detector and random forest model.

机构信息

Department of Environmental Science, School of Geography and Tourism, Shaanxi Normal University, Xi'an 710119, China.

Department of Environmental Science, School of Geography and Tourism, Shaanxi Normal University, Xi'an 710119, China.

出版信息

J Hazard Mater. 2024 Jul 15;473:134708. doi: 10.1016/j.jhazmat.2024.134708. Epub 2024 May 23.

DOI:10.1016/j.jhazmat.2024.134708
PMID:38795490
Abstract

The environmental pollution caused by mineral exploitation and energy consumption poses a serious threat to ecological security and human health, particularly in resource-based cities. To address this issue, a comprehensive investigation was conducted on potentially toxic elements (PTEs) in road dust from different seasons to assess the environmental risks and influencing factors faced by Datong City. Multivariate statistical analysis and absolute principal component score were employed for source identification and quantitative allocation. The geo-accumulation index and improved Nemerow index were utilized to evaluate the pollution levels of PTEs. Monte Carlo simulation was employed to assess the ecological-health risks associated with PTEs content and source orientation. Furthermore, geo-detector and random forest analysis were conducted to examine the key environmental variables and driving factors contributing to the spatiotemporal variation in PTEs content. In all PTEs, Cd, Hg, and Zn exhibited higher levels of content, with an average content/background value of 3.65 to 4.91, 2.53 to 3.34, and 2.15 to 2.89 times, respectively. Seasonal disparities were evident in PTEs contents, with average levels generally showing a pattern of spring (winter) > summer (autumn). PTEs in fine road dust (FRD) were primarily influenced by traffic, natural factors, coal-related industrial activities, and metallurgical activities, contributing 14.9-33.9 %, 41.4-47.5 %, 4.4-8.3 %, and 14.2-29.4 % to the total contents, respectively. The overall pollution and ecological risk of PTEs were categorized as moderate and high, respectively, with the winter season exhibiting the most severe conditions, primarily driven by Hg emissions from coal-related industries. Non-carcinogenic risk of PTEs for adults was within the safe limit, yet children still faced a probability of 4.1 %-16.4 % of unacceptable risks, particularly in summer. Carcinogenic risks were evident across all demographics, with children at the highest risk, mainly due to Cr and smelting industrial sources. Geo-detector and random forest model indicated that spatial disparities in prioritized control elements (Cr and Hg) were primarily influenced by particulate matter (PM) and anthropogenic activities (industrial and socio-economic factors); variations in particulate matter (PM and PM) and meteorological factors (wind speed and precipitation) were the primary controllers of seasonal disparities of Cr and Hg.

摘要

矿产资源开发和能源消耗所导致的环境污染,对生态安全和人类健康构成了严重威胁,尤其是在资源型城市中。为了解决这一问题,对大同市不同季节道路积尘中的潜在有毒元素(PTEs)进行了全面调查,以评估该市面临的环境风险和影响因素。采用多元统计分析和绝对主成分得分法进行来源识别和定量分配。采用地积累指数和改进的 Nemerow 指数评估 PTEs 的污染水平。运用蒙特卡罗模拟法评估 PTEs 含量和来源定位相关的生态健康风险。此外,还采用地质探测器和随机森林分析方法,研究了 PTEs 含量时空变化的关键环境变量和驱动因素。在所有 PTEs 中,Cd、Hg 和 Zn 的含量较高,其含量/背景值分别为 3.65 至 4.91、2.53 至 3.34 和 2.15 至 2.89 倍。PTEs 含量存在季节性差异,平均水平一般表现为春季(冬季)>夏季(秋季)。细颗粒道路尘(FRD)中的 PTEs 主要受交通、自然因素、煤炭相关工业活动和冶金活动的影响,分别占总含量的 14.9%-33.9%、41.4%-47.5%、4.4%-8.3%和 14.2%-29.4%。PTEs 的整体污染和生态风险分别被归类为中度和高度,冬季的污染和生态风险最严重,主要是由煤炭相关工业的 Hg 排放引起的。成人的非致癌 PTEs 风险处于安全范围内,但儿童仍面临 4.1%-16.4%的不可接受风险,尤其是在夏季。所有年龄段的人群都存在致癌风险,儿童的风险最高,主要与 Cr 和冶炼工业源有关。地质探测器和随机森林模型表明,优先控制元素(Cr 和 Hg)的空间差异主要受颗粒物(PM)和人为活动(工业和社会经济因素)的影响;Cr 和 Hg 的季节性差异主要受颗粒物(PM 和 PM)和气象因素(风速和降水)的影响。

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