PCA- and PMF-based methodology for air pollution sources identification and apportionment

被引:28
作者
Chavent, Marie [1 ,2 ]
Guegan, Herve [3 ]
Kuentz, Vanessa [1 ,2 ]
Patouille, Brigitte [1 ]
Saracco, Jerome [1 ,2 ,4 ]
机构
[1] Univ Bordeaux, IMB, CNRS, UMR 5251, Bordeaux, France
[2] INRIA Bordeaux Sud Ouest, CQFD Team, Bordeaux, France
[3] ARCANE CENBG, Gradignan, France
[4] Univ Montesquieu Bordeaux IV, GREThA, CNRS, UMR 5113, Bordeaux, France
基金
中国国家自然科学基金;
关键词
pollution sources; principal component analysis; receptor modeling; positive matrix factorization;
D O I
10.1002/env.963
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Air pollution is a wide concern for human health and requires the development of air quality control strategies. In order to achieve this goal pollution sources have to be accurately identified and quantified. The case study presented in this paper is part of a scientific project initiated by the French Ministry of Ecology and Sustainable Development. For the following study measurements of chemical composition data for particles have been conducted on a French urban site. The first step of the study consists in the identification of the sources profiles which is achieved through principal component analysis (PCA) completed by a rotation technique. Then the apportionment of the sources is evaluated with a receptor modeling using positive matrix factorization (PMF) as estimation method. Finally the joint use of these two statistical methods enables to characterize and apportion five different sources of fine particulate emission. Copyright (C) 2008 John Wiley & Sons, Ltd.
引用
收藏
页码:928 / 942
页数:15
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