Development of a modified factor analysis/multiple regression model to apportion suspended particulate matter in a complex urban airshed

作者: Maria T. Morandi , Joan M. Daisey , Paul J. Lioy

DOI: 10.1016/0004-6981(87)90123-5

关键词: TRACERParticulatesSulfateChemistryEnvironmental chemistryFuel oilAir pollutionLinear regressionAirshedAerosol

摘要: Abstract A modified factor analysis/multiple regression (FA/MR) receptor-oriented source apportionment model has been developed which permits application of FA/MR statistical methods when some the tracers are not unique to an individual type. The new method uses and analyses apportion non-unique tracer ambient concentrations in situations where there for all sources contributing except one, ascribes residual concentration that source. This value is then used as final paniculate matter. In addition, results complemented with examination residuals order optimize number identifiable sources. applied identify inhalable particulate matter (IPM; D 50 15 μm ), Pb Fe at a site Newark, NJ. indicated sulfate/secondary aerosol contributed average 25.8 μ −3 (48%) IPM concentrations, followed by soil resuspension (8.2 or 15%), paint spraying/paint pigment (6.7/gmm 13%), fuel oil burning/space heating (4.3 8 %), industrial emissions (3.6 7 %) motor vehicle exhaust (2.7 %). Contributions were: (0.16μm 36%), (0.10μm 24%), (0.08μm 18%), (0.07 17 (0.036 9 zinc related (0.022 5 (0.43μ 51%), (0.28 33 (0.15 18 models were validated comparing partial profiles calculated from modeling corresponding published composition.

参考文章(36)
William R. Pierson, Wanda W. Brachaczek, Particulate Matter Associated with Vehicles on the Road SAE Technical Paper Series. ,vol. 2, pp. 1- 40 ,(1976) , 10.4271/760039
Michael T. Kleinman, Bernard S. Pasternack, Merril. Eisenbud, Theo J. Kneip, Identifying and estimating the relative importance of sources of airborne particulates Environmental Science & Technology. ,vol. 14, pp. 62- 65 ,(1980) , 10.1021/ES60161A010
Jitendra J. Shah, Theo. J. Kneip, Joan M. Daisey, Source apportionment of carbonaceous aerosol in New York City by multiple linear regression. Journal of the Air Pollution Control Association. ,vol. 35, pp. 541- 544 ,(1985) , 10.1080/00022470.1985.10465930
Ronald C. Henry, Charles W. Lewis, Philip K. Hopke, Hugh J. Williamson, Review of receptor model fundamentals Atmospheric Environment. ,vol. 18, pp. 1507- 1515 ,(1984) , 10.1016/0004-6981(84)90375-5
F. Adams, R. Dams, L. Guzman, J.W. Winchester, Background aerosol composition on Chacaltaya mountain, Bolivia☆ Atmospheric Environment. ,vol. 11, pp. 629- 634 ,(1977) , 10.1016/0004-6981(77)90116-0
Robert E. Lee, Darryl J. von Lehmden, Trace metal pollution in the environment. Journal of the Air Pollution Control Association. ,vol. 23, pp. 853- 857 ,(1973) , 10.1080/00022470.1973.10469854
Robert B. Jacko, David W. Neuendorf, Trace metal particulate emission test results from a number of industrial and municipal point sources Journal of the Air Pollution Control Association. ,vol. 27, pp. 989- 994 ,(1977) , 10.1080/00022470.1977.10470522
W. P. Miller, W. W. Mc Fee, Distribution of cadmium, zinc, copper, and lead in soils of industrial northwestern Indiana Journal of Environmental Quality. ,vol. 12, pp. 29- 33 ,(1983) , 10.2134/JEQ1983.00472425001200010004X
Glen R. Cass, Gregory J. McRae, Source-receptor reconciliation of routine air monitoring data for trace metals: an emission inventory assisted approach. Environmental Science & Technology. ,vol. 17, pp. 129- 139 ,(1983) , 10.1021/ES00109A003
John V. Lagerwerff, A. W. Specht, Contamination of roadside soil and vegetation with cadmium, nickel, lead, and zinc Environmental Science & Technology. ,vol. 4, pp. 583- 586 ,(1970) , 10.1021/ES60042A001