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基于多层感知器神经网络分析的中国关中平原城市群扬尘中与颗粒物结合的多环芳烃毒性源解析

Toxicity source apportionment of fugitive dust PM-bound polycyclic aromatic hydrocarbons using multilayer perceptron neural network analysis in Guanzhong Plain urban agglomeration, China.

作者信息

Zhang Qian, Zhao Ziyi, Wu Zhichun, Niu Xinyi, Zhang Yuhang, Wang Qiyuan, Ho Steven Sai Hang, Li Zhihua, Shen Zhenxing

机构信息

Key Laboratory of Northwest Resource, Environment and Ecology, MOE, Xi'an University of Architecture and Technology, Xi'an 710055, China; Key Lab of Aerosol Chemistry & Physics, SKLLQG, Institute of Earth Environment, Chinese Academy of Sciences, Xi'an, China.

Key Laboratory of Northwest Resource, Environment and Ecology, MOE, Xi'an University of Architecture and Technology, Xi'an 710055, China.

出版信息

J Hazard Mater. 2024 Apr 15;468:133773. doi: 10.1016/j.jhazmat.2024.133773. Epub 2024 Feb 12.

Abstract

Polycyclic aromatic hydrocarbons (PAHs) in urban fugitive dust, known for their toxicity and ability to generate reactive oxygen species (ROS), are a major public health concern. This study assessed the spatial distribution and health risks of 15 PAHs in construction dust (CD) and road dust (RD) samples collected from June to November 2021 over the cities of Tongchuan (TC), Baoji (BJ), Xianyang (XY), and Xi'an (XA) in the Guanzhong Plain, China. The average concentration of ΣPAHs in RD was 39.5 ± 20.0 μg g, approximately twice as much as in CD. Four-ring PAHs from fossil fuels combustion accounted for the highest proportion of ΣPAHs in fugitive dust over all four cities. Health-related indicators including benzo(a)pyrene toxic equivalency factors (BAP), oxidative potential (OP), and incremental lifetime cancer risk (ILCR) all presented higher risk in RD than those in CD. The multilayer perceptron neural network algorithm quantified that vehicular and industrial emissions contributed 86 % and 61 % to RD and CD BAP, respectively. For OP, the sources of biomass and coal combustion were the key generator which accounted for 31-54 %. These findings provide scientific evidence for the direct efforts toward decreasing the health risks of fugitive dust in Guanzhong Plain urban agglomeration, China.

摘要

城市扬尘中的多环芳烃(PAHs)以其毒性和产生活性氧(ROS)的能力而闻名,是一个主要的公共卫生问题。本研究评估了2021年6月至11月期间在中国关中平原的铜川(TC)、宝鸡(BJ)、咸阳(XY)和西安(XA)市采集的建筑扬尘(CD)和道路扬尘(RD)样本中15种PAHs的空间分布和健康风险。RD中ΣPAHs的平均浓度为39.5±20.0μg/g,约为CD中的两倍。来自化石燃料燃烧的四环PAHs在所有四个城市的扬尘中占ΣPAHs的比例最高。包括苯并(a)芘毒性当量因子(BAP)、氧化潜力(OP)和终生癌症风险增量(ILCR)在内的健康相关指标在RD中的风险均高于CD。多层感知器神经网络算法量化得出,车辆和工业排放分别对RD和CD的BAP贡献了86%和61%。对于OP,生物质和煤炭燃烧源是关键产生源,占31%-54%。这些发现为直接降低中国关中平原城市群扬尘健康风险的努力提供了科学依据。

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