PIXE analysis of PM2.5 and PM2.5-10 for air quality assessment of Islamabad, Pakistan: Application of chemometrics for source identification

被引:16
|
作者
Waheed, Shahida [1 ]
Jaafar, Muhammad Z. [2 ]
Siddique, Naila [1 ]
Markwitz, Andreas [3 ]
Brereton, Richard G. [2 ]
机构
[1] Pakistan Inst Nucl Sci & Technol, Directorate Sci, Div Chem, Islamabad 45650, Pakistan
[2] Univ Bristol, Sch Chem, Ctr Chemometr, Bristol, Avon, England
[3] Inst Geol & Nucl Sci Ltd, Natl Isotope Ctr, Lower Hutt, New Zealand
关键词
Chemometrics; cluster analysis (CA); coarse particulates; fine particulates; proton induced X-ray emission (PIXE); proton induced gamma-ray emission (PIGE); principal component analysis (PCA); POSITIVE MATRIX FACTORIZATION; PARTICULATE MATTER POLLUTION; SOURCE APPORTIONMENT; URBAN; PM10; CONSTITUENTS; MORTALITY;
D O I
10.1080/10934529.2012.695559
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
A Gent sampler was used to collect 379 pairs of filters from Nilore, a suburban area of Islamabad city. The study was designed to assess the concentration variations of trace elements in fine and coarse particulate matter due to anthropogenic activities and naturally occurring events. Source identification was performed by applying MATLAB software for principal component analysis (PCA), and cluster analysis (CA). The average fine and coarse particulate masses during the study period were 15.1 +/- 11.9 and 37.3 +/- 28.0 mu g/m(3) respectively which complies with the 24-h air quality limits set by the government of Pakistan. The application of PCA to PM2.5 data suggests the PM contribution from sources such as soil, automobile exhaust and coal combustion, road dust and wearing of tyres, wood combustion, biomass burning and fertilizers and fungicides whereas for the PM2.5-10 data shows signatures of suspended soil, automobile exhaust, road dust and wearing of tyres, wood and biomass burning, refuse incineration, Ni smelter, fertilizers and fungicides are obtained. Cluster analysis of PM2.5 and PM2.5-10 datasets reveals that there are mainly three contributory pollution sources and these are suspended soil particles, automobile related sources and wood and coal combustion.
引用
收藏
页码:2016 / 2027
页数:12
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