Application of positive matrix factorization in characterization of PM10 and PM2.5 emission sources at urban roadside

Chemosphere

Volumn 88, Issue 1, 2012, Pages 120-130

  Srimuruganandam, B ^a   Shiva Nagendra, S M ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY MADRAS   (India)

Author keywords

Marine aerosols; Motor vehicles; Particulate matter; PMF model; Secondary PM; Source apportionment

Indexed keywords

AEROSOLS; ATMOSPHERIC THERMODYNAMICS; FACTORIZATION; PARTICLES (PARTICULATE MATTER); ROADSIDES;

MARINE AEROSOLS; MOTOR VEHICLE; PARTICULATE MATTER; PMF MODELS; SECONDARY PM; SOURCE APPORTIONMENT;

MATRIX ALGEBRA;

AEROSOL; AUTOMOBILE; BIOMASS BURNING; CHEMICAL COMPOSITION; CONCENTRATION (COMPOSITION); FACTOR ANALYSIS; MARINE ATMOSPHERE; POLLUTANT SOURCE; ROADSIDE ENVIRONMENT; SEASONALITY; TRAFFIC EMISSION; URBAN CLIMATE;

AEROSOL; AIR POLLUTION INDICATOR; AIR SAMPLING; ARTICLE; BIOMASS; CHEMICAL COMPOSITION; CONTROLLED STUDY; INDIA; MOTOR VEHICLE; MOTOR VEHICLE TIRE; PARTICULATE MATTER; SOIL; SUMMER; URBAN AREA; WINTER;

CHENNAI; INDIA; TAMIL NADU;

EID: 84859900312     PISSN: 00456535     EISSN: 18791298     Source Type: Journal    
DOI: 10.1016/j.chemosphere.2012.02.083     Document Type: Article

References (53)

1. Adachi K., Tainosho Y. Characterization of heavy metal particles embedded in tire dust. Environ. Int. 2004, 30(8):1009-1017.
2. Almeida S.M., Pio C.A., Freitas M.C., Reis M.A., Trancoso M.A. Source apportionment of fine and coarse particulate matter in a sub-urban area at the Western European Coast. Atmos. Environ. 2005, 39:3127-3138.
3. Brook R.D., Franklin B., Cascio W., Hong Y., Howard G., Lipsett M., Luepker R., Mittleman M., Samet J., Smith S.C., Tager I. Air pollution and cardiovascular disease - a statement for healthcare professionals from the expert panel on population and prevention science of the American heart association. Circulation 2004, 109:2655-2671.
4. Brown, S.G., Wade, K.S., Hafner, H.R., 2007. Multivariate receptor modeling workbook. Prepared for the U.S. Environmental Protection Agency, Office of Research and Development, Research Triangle Park, NC.
5. Bullock K.R., Duvall R.M., Norris G.A., McDow S.R., Hays M.D. Evaluation of the CMB and PMF models using organic molecular markers in fine particulate matter collected during the Pittsburgh Air Quality Study. Atmos. Environ. 2008, 42:6897-6904.
6. Buonanno G., Fuoco F.C., Stabile L. Influential parameters on particle exposure of pedestrians in urban microenvironments. Atmos. Environ. 2011, 45:1434-1443.
7. 10 in Zaragoza (Spain). Chemosphere 2009, 76:1120-1129.
8. Chandra Mouli P., Venkata Mohan S., Jayarama Reddy S. A study on major inorganic ion composition of atmospheric aerosols at Tirupati. J. Hazard. Mater. 2003, B96:217-228.
9. Cheng Z.L., Lam K.S., Chan L.Y., Wang T., Cheng K.K. Chemical characteristics of aerosols at coastal station in Hong Kong. I. Seasonal variation of major ions, halogens and mineral dusts between 1995 and 1996. Atmos. Environ. 2000, 34(17):2771-2783.
10. Chow J.C., Watson J.G., Kuhns H., Etyemezian V., Lowenthal D.H., Crow D., Kohl S.D., Engelbrecht J.P., Green M.C. Source profile of industrial, mobile, and area sources in the Big Bend Regional Aerosol Visibility and Observational study. Chemosphere 2004, 54:185-208.
11. Chueinta W., Hopke P.K., Paatero P. Investigation of sources of atmospheric aerosol at urban and suburban residential areas in Thailand by positive matrix factorization. Atmos. Environ. 2000, 34:3319-3329.
12. Gildemeister A.E., Hopke P.K., Kim E. Sources of fine urban particulate matter in Detroit, MI. Chemosphere 2007, 69:1064-1074.
13. He L.Y., Hu M., Huang X.F., Zhang Y.H., Yu B.D., Liu D.Q. Chemical characterization of fine particles from on-road vehicles in the Wutong tunnel in Shenzhen, China. Chemosphere 2006, 62:1565-1573.
14. HEI (Health Effects Institute), 2004. Health Effects of Outdoor Air Pollution in Developing Countries of Asia: A Literature Review. Boston, MA.
15. Hopke P.K. Receptor Modeling for Air Quality Management 1991, Elsevier Press, Amsterdam, The Netherlands.
16. Huang S., Rahn K.A., Arimoto R. Atmos. Environ. 1999, 33:2169-2185.
17. Kim E., Hopke P.K., Edgerton E.S. Source identification of Atlanta aerosol by positive matrix factorization. J. Air Waste Manage. Assoc. 2003, 53:731-739.
18. Kim E., Hopke P.K., Larson T.V., Covert D.S. Analysis of ambient particle size distributions using unmix and positive matrix factorization. Environ. Sci. Technol. 2004, 38:202-209.
19. Lee E., Chun C.K., Paatero P. Application of positive matrix factorization in source apportionment of particulate pollutants. Atmos. Environ. 1999, 33:3201-3212.
20. Luhana, L., Sokhi, R., Warner, L., Mao, H., Boulter, P., McCrae, I., Wright, J., Osborn, D., 2004. Measurement of Non-exhaust Particulate Matter. Deliverable 8 of Particulates-project. European Commission, DG TrEn, 5th Framework Programme.
21. Norris, G., Vedantham, R., Wade, K., Brown, S., Prouty, J., Foley, C., Martin, L., 2008. EPA positive matrix factorization (PMF) v 3.0- fundamentals and user's guide. Prepared by U.S.EPA, Office of Research and Development, Washington, DC.
22. Paatero P. Least squares formulation of robust non-negative factor analysis. Chemom. Intell. Lab. Syst. 1997, 37:23-35.
23. Paatero P., Tapper U. Analysis of different modes of factor analysis as least squares fit problem. Chemom. Intell. Lab. Syst. 1993, 18:183-194.
24. Paatero P., Tapper U. Positive matrix factorization: a non-negative factor model with optimal utilization of error estimates of data values. Environmetrics 1994, 5:111-126.
25. Pandis S.N., Seinfeld J.H., Pilinis C. Heterogeneous sulfate production in an urban fog. Atmos. Environ. 1992, 26A:2509-2522.
26. Patra A., Colvile R., Arnold S., Bowen E., Shallcross D., Martin D., Price C., Tate J., ApSimon H., Robins A. On street observations of particulate matter movement and dispersion due to traffic on an urban road. Atmos. Environ. 2008, 42:3911-3926.
27. Polissar A.V., Hopke P.K., Poirot R.L. Atmospheric aerosol over Vermont: chemical composition and sources. Environ. Sci. Technol. 2001, 35(23):4604-4621.
28. Pope C.A.I.I.I., Dockery W.D. Health effects of fine particulate air pollution: lines that connect. J. Air Waste Manage. Assoc. 2006, 56:709-742.
29. Qin Y., Oduyemi K., Chan L.Y. Comparative testing of PMF and CFA models. Chemom. Intell. Lab. Syst. 2002, 61:75-87.
30. Ramadan Z., Song X.H., Hopke P.K. Identification of sources of phoenix aerosol by positive matrix factorization. J. Air Waste Manage. Assoc. 2000, 50:1308-1320.
31. Reff A., Eberly S.I., Bhave P.V. Receptor modeling of ambient particulate matter data using positive matrix factorization: review of existing methods. J. Air Waste Manage. Assoc. 2007, 57:146-154.
32. Seinfeld J.H. Atmospheric Chemistry and Physics of Air Pollution 1986, Wiley, New York.
33. Seinfeld J.H., Pandis S.N. Atmospheric Chemistry and Physics from Air Pollution to Climate Change 1998, Wiley, New York.
34. Song X.H., Polissar A.V., Hopke P.K. Source of fine particle composition in the northeastern US. Atmos. Environ. 2001, 35:5277-5286.
35. Srimuruganandam B., Shiva Nagendra S.M. Characteristics of particulate matter and heterogeneous traffic in an urban area of India. Atmos. Environ. 2011, 45:3091-3102.
36. 2.5 mass concentrations emitted by heterogeneous traffic. Sci. Total Environ. 2011, 409:3144-3157.
37. Susott R.A., Ward D.E., Babbitt R.E., Latham D.J. The measurement of trace emissions and combustion characteristics for a mass fire. Global Biomass Burning: Atmospheric, Climatic, and Biospheric Implications 1991, 245-257. MIT Press, Cambridge, MA. J.S. Levine (Ed.).
38. 2.5 to climate change. Atmos. Environ. 2010, 44:3976-3984.
39. Thorpe A.J., Harrison R.M., Boulter P.G., McCrae I.S. Estimation of particle resuspension source strength on a major London road. Atmos. Environ. 2007, 41:8007-8020.
40. U.S.EPA., 1999a. Compendium of Methods for the Determination of Inorganic Compounds in Ambient Air, Compendium Method IO-3.1: Selection, Preparation and Extraction of Filter Material, CERI-Office of Research and Development, U.S.EPA, Cincinnati, OH.
41. U.S.EPA, 1999b. Compendium of Methods for the Determination of Inorganic Compounds in Ambient Air, Compendium Method IO-3.5: Determination of Metals in Ambient Particulate Matter using Inductively Coupled Plasma/Mass Spectrometry (ICP/MS), CERI-Office of Research and Development, U.S.EPA, Cincinnati, OH.
42. U.S.EPA, 2004. Air Quality Criteria for Particulate Matter, vol-1-3. Research Triangle Park, NC.
43. 2.5 chemical source profiles for vehicle exhaust vegetative burning, geological material, and coal burning in North-western Colorado during 1995. Chemosphere 2001, 43:1141-1151.
44. Watson J.G., Zhu T., Chow J.C., Engelbrecht J., Fujita E.M., Wilson W.E. Receptor modeling application framework for particle source apportionment. Chemosphere 2002, 49:1093-1136.
45. WHO Health Risks of Particulate Matter from Long-Range Transboundary Air Pollution 2006, WHO Regional Office for Europe, Bonn.
46. WHO Global health risks: mortality and burden of disease attributable to selected major risks 2009, World Health Organization, Switzerland.
47. Wilson W.E., Chow J.C., Claiborn C., Fusheng W., Engelbrecht J., Watson J.G. Monitoring of particulate matter outdoors. Chemosphere 2002, 49:1009-1043.
48. Wolf G.T., Ruthkosky S.R.M.S., Stroup D.P., Korsog P.E., Ferman F.A., Wendel G.J., Steadman D.H. Measurements of SOx, NOx and aerosol species on Bermuda. Atmos. Environ. 1986, 20:1229-1239.
49. Wu J. Spray in the atmospheric surface layer: review and analysis of laboratory and oceanic results. J. Geophys. Res. C: Oceans Atmos. 1979, 84:1693-1704.
50. Yakovleva E., Hopke P.K., Wallace L. Receptor modeling assessment of particle total exposure assessment methodology data. Environ. Sci. Technol. 1999, 33(20):3645-3652.
51. 2.5 using positive matrix factorization and chemical mass balance in Izmir, Turkey. Sci. Total Environ. 2008, 390:109-123.
52. 10 sources over Hong Kong. Atmos. Environ. 2006, 40:1803-1815.
53. 3 and particulate matter pollution in the United States: 2 - an examination of formation mechanisms through a process analysis technique and sensitivity study. J. Geophys. Res. 2009, 114:1-31.