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利用化学质量平衡受体模型的混合遗传模式搜索处理法对沉积物多环芳烃进行源解析:在中国珠江三角洲地区的应用

Source apportionment for sediment PAHs using hybrid genetic pattern search treatment of a chemical mass balance receptor model: application to the Pearl River Delta region, China.

作者信息

Wu Jin, Teng Yanguo, Chen Haiyang

机构信息

Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, Beijing, 100875, China.

出版信息

Environ Monit Assess. 2014 Oct;186(10):6651-62. doi: 10.1007/s10661-014-3880-9. Epub 2014 Jun 29.

DOI:10.1007/s10661-014-3880-9
PMID:24974235
Abstract

In order to solve the collinear problem and improve the estimation accuracy of the chemical mass balance (CMB) model which can be essentially regarded as a constrained optimization process, in this study, a hybrid genetic pattern search algorithm (HGPS) was proposed and applied to apportion the source contributions for sediment polycyclic aromatic hydrocarbons (PAHs) in the Pearl River Delta (PRD) region, China. Simulation results with developed synthetic datasets indicated that the estimated source contributions by HGPS were more close to the true values than CMB8.2. Utilizing the HGPS-CMB, residential coal and traffic tunnel were apportioned as the major sources of sediment PAHs in the PRD region. For freshwater surface sediments, the average contribution from residential coal ranged from 32 to 55%, and traffic tunnel ranged from 13 to 33%, while the major sources for marine sediments were traffic tunnel (10 ~ 56%). These results provide information for developing better PAH pollution control strategies for the PRD.

摘要

为了解决共线问题并提高化学质量平衡(CMB)模型的估计精度,该模型本质上可视为一个约束优化过程,本研究提出了一种混合遗传模式搜索算法(HGPS),并将其应用于中国珠江三角洲(PRD)地区沉积物多环芳烃(PAHs)的源贡献分配。对合成数据集的模拟结果表明,HGPS估计的源贡献比CMB8.2更接近真实值。利用HGPS-CMB模型,将居民燃煤和交通隧道确定为珠江三角洲地区沉积物PAHs的主要来源。对于淡水表层沉积物,居民燃煤的平均贡献率为32%至55%,交通隧道的贡献率为13%至33%,而海洋沉积物的主要来源是交通隧道(10%至56%)。这些结果为制定更好的珠江三角洲PAH污染控制策略提供了信息。

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Source apportionment of polycyclic aromatic hydrocarbons (PAHs) in surface sediments of the Rizhao coastal area (China) using diagnostic ratios and factor analysis with nonnegative constraints.利用诊断比值和带有非负约束的因子分析对日照沿海地区(中国)表层沉积物中的多环芳烃(PAHs)进行来源解析。
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Characterization of PAHs in surface sediments of aquaculture farms around the Pearl River Delta.珠江三角洲养殖区表层沉积物中多环芳烃的特征。
Ecotoxicol Environ Saf. 2010 Jul;73(5):900-6. doi: 10.1016/j.ecoenv.2010.04.010. Epub 2010 May 7.
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Quantitative source apportionment of PAHs in sediments of Little Menomonee River, Wisconsin: weathered creosote versus urban background.
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Use of a nonnegative constrained principal component regression chemical mass balance model to study the contributions of nearly collinear sources.使用非负约束主成分回归化学质量平衡模型研究近乎共线性源的贡献。
Environ Sci Technol. 2009 Dec 1;43(23):8867-73. doi: 10.1021/es902785c.
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