Source apportionment and potential source locations of PM2.5 and PM2.5-10 at residential sites in metropolitan Bangkok

Atmospheric Pollution Research

Volumn 2, Issue 2, 2011, Pages 172-181

  Wimolwattanapun, Wanna ^a   Hopke, Philip K ^b   Pongkiatkul, Prapat ^c  

^a Thailand Institute of Nuclear Technology   (Thailand)

^b CLARKSON UNIVERSITY   (United States)

^c KING MONGKUT'S UNIVERSITY OF TECHNOLOGY THONBURI   (Thailand)

Author keywords

Bangkok; Particulate matter; Positive matrix factorization; Receptor models; Source identification

Indexed keywords

EID: 84855216652     PISSN: 13091042     EISSN: None     Source Type: Journal    
DOI: 10.5094/APR.2011.022     Document Type: Article

References (43)

1. Anderson, H.R., Atkinson, R.W., Peacock, J.L., Sweeting, M.J., Marston, L., 2005. Ambient particulate matter and health effects-publication bias in studies of short-term associations. Epidemiology 16, 155-163.
2. Ashbaugh, L.L., Malm, W.C., Sadeh, W.Z., 1985. A residence time probability analysis of sulfur concentrations at Grand Canyon national park. Atmospheric Environment 19, 1263-1270.
3. Begum, B.A., Biswas, S.K., Nasiruddin, M., Showkot Hossain, A.M., Hopke, P.K., 2009. Source identification of Chittagong aerosol by receptor modeling. Environmental Engineering Science 26, 679-689.
4. Begum, B.A., Kim, E., Jeong, C.H., Lee, D.W., Hopke, P.K., 2005. Evaluation of the potential source contribution function using the 2002 Quebec forest fire episode. Atmospheric Environment 39, 3719-3724.
5. Begum, B.A., Kim, E., Biswas, S.K., Hopke, P.K., 2004. Investigation of source of atmospheric aerosol at urban and semi-urban areas in Bangladesh. Atmospheric Environment 38, 3025-3038.
6. Castillejos, M., Borja-Aburto, V.H., Dockery, D.W., Gold, D.R., Loomis, D., 2000. Airborne coarse particles and mortality. Inhaled Toxicology 12, 61-72.
7. Cheevaporn, V., Norramit, P., Tanaka, K., 2004. Trend in lead content of airborne particles and mass of PM10 in the metropolitan Bangkok. Journal of Health Science 50, 86-91.
8. Chueinta, W., Bunprapob, S., 2003. Elemental quantification and source identification of airborne particulate matter in Pathumwan district. Proceedings of the 29th Congress on Science and Technology of Thailand. 20-22 October, Khon Kaen.
9. Chueinta, W., Hopke, P.K., Paatero, P., 2000. Investigation of sources of atmospheric aerosol at urban and suburban residential areas in Thailand by positive matrix factorization. Atmospheric Environment 34, 3319-3329.
10. Chung, Y.S., Kim, S.H., Moon, J.H., Kim, Y.J., Lim, J.M., Lee, J.H., 2005. Source identification and long-term monitoring of airborne particulate matter (PM2.5/PM10) in an urban region of Korea. Journal of Radioanalytical and Nuclear Chemistry 267, 35-48.
11. Ebihara, M., Chung, Y.S., Dung, H.M., Moon, J.H., Ni, B.F., Otoshi, T., Oura, Y., Santos, F.L., Sasajima, F., Sutisna, Wee, B.S. Wimolwattanapun, W., Wood, A.K.B.H., 2008. Application of NAA to air particulate matter collected at thirteen sampling sites in eight Asian countries: a collaborative study. Journal of Radioanalytical and Nuclear Chemistry 278, 463-467.
12. Ebihara, M., Chung, Y.S., Chueinta, W., Ni, B.F., Otoshi, T., Oura, Y., Santos, F.L., Sasajima, F., Sutisna, Wood, A.K.B.H., 2006. Collaborative monitoring study of airborne particulate matters among seven Asian countries. Journal of Radioanalytical and Nuclear Chemistry 269, 259-266.
13. Fuller, K.A., Malm, W.C., Kriedenweis, S.M., 1999. Effects of mixing on extinction by carbonaceous particles. Journal of Geophysical Research 104, 15941-15954.
14. Health Effects Institute (HEI), 2004. Health effects of outdoor air pollution in developing countries of Asia: A literature review. Special Report 15. Boston, MA-Health Effects Institute.
15. Hopke, P.K., Cohen, D.D., Begum, B.A., Biswas, S.K., Ni, B., Pandit, G.G., Santoso, M., Chung, Y.S., Davy, P., Markwitz, A., Waheed, S., Siddique, N., Santos, F.L., Pabroa, P.C.B., Seneviratne, M.C.S., Wimolwattanapun, W., Bunoropob, S., Vuong, T.B., Hien, P.D., Markowicz, A., 2008. Urban air quality in the Asian region. Science of the Total Environment 404, 103-112.
16. Hopke, P.K., Xie, Y.L., Raunemaa, T., Biegalski, S., Landsberger, S., Meanhaut, W., Artaxo, P., Cohen, D.D., 1997. Characterization of the gent stacked filter unit PM10 sampler. Aerosol Science and Technology 27, 726-735.
17. Hopke, P.K., Lamb, R.E., Natusch, D.F.S., 1980. Multielemental characterization of urban roadway dust. Environmental Science and Technology 14, 164-172.
18. Jinsart, W., Tamura, K., Loetkamonwit, S., Thepanondh, S., Korita, K., Yano, E., 2002. Roadside particulate air pollution in Bangkok. Journal of the Air and Waste Management Association 52, 1102-1110.
19. Kim, E., Hopke, P.K., 2006. Characterization of fine particle sources in the Great Smoky Mountains area. Science of the Total Environment 368, 781-794.
20. Kim, E., Hopke, P.K., Edgerton, E.S., 2003. Source identification of Atlanta aerosol by positive matrix factorization. Journal of the Air and Waste Management Association 53, 731-739.
21. Kim Oanh, N.T., Upadhyay, N., Zhuang, Y.H., Hao, Z.P., Murthy, D.V.S., Lestari, P., Nillarin, J.T., Chengchua, K., Co, H. X., Dung, N.T., Lindgren, E.S., 2006. Particulate air pollution in six Asian cities: spatial and temporal distributions, and associated sources. Atmospheric Environment 40, 3367-3380.
22. Kumar, R., Nagar, J.K., Kumar, H., Kushwah, A.S., Meena, M., Kumar, P., Raj, N., Singhal, M.K., Gaur, S.N., 2007. Association of indoor and outdoor air pollutant level with respiratory problems among children in industrial area of Delhi, India. Archives of Environmental and Occupational Health 62, 75-80.
23. Kwon, H.J., Cho, S.H., Nyberg, F., Pershagen, G., 2001. Effects of ambient air pollution on daily mortality in a cohort of patients with congestive heart failure. Epidemiology 12, 413-419.
24. Leenanupan, V., Harnvong, T., Sritusnee, U., Bovornkitti, S., 2002. Elemental composition of atmospheric particulates in Mae Hong Son province. Journal of Health Science 11, 525-533. (in Thai)
25. Lipsett, M.J., Tsai, F.C., Roger, L., Woo, M., Ostro, B.D., 2006. Coarse particles and heart rate variability among older adults with coronary artery disease in the Coachella Valley, California. Environmental Health Perspectives 114, 1215-1220.
26. Martelllo, D.V., Pekney, N.J., Anderson, R.R., Davidson, C.I., Hopke, P.K., Kim, E., Christensen, W.F., Mangelson, N.F., Eatough, D.J., 2008. Apportionment of ambient primary and secondary fine particulate matter at the Pittsburgh National Energy Laboratory particulate matter characterization site using positive matrix factorization and a potential source contributions function analysis. Journal of the Air and Waste Management Association 58, 357-368.
27. Meanhaut, W., Francois, F., Cafmeyer, J., 1994. The 'Gent' Stacked Filter Unit (SFU) Sampler for the Collection of Atmospheric Aerosols in Two Size Fractions. Description and Instruction for Installation and Use. Report NAHRES-19, IAEA, Vienna, pp. 249-263.
28. Ogulei, D., Hopke, P.K., Zhou, L., Paatero, P., Park, S.S., Ondov, J.M., 2005. Receptor modeling for multiple time resolved species: the Baltimore supersite. Atmospheric Environment 39, 3751-3762.
29. Ostro, B., Chestnut, L., Vichit-Vadakan, N., Laixuthai, A., 1999. The impact of particulate matter on daily mortality in Bangkok, Thailand. Journal of the Air and Waste Management Association 49, 100-107.
30. Paatero, P., 1997. Least squares formulation of robust non-negative factor analysis. Chemometrics and Intelligent Laboratory Systems 37, 23-35.
31. Paatero, P., Tapper, U., 1994. Positive matrix factorization: a non-negative factor model with optimal utilization of error estimates of data values. Environmetrics 5, 111-126.
32. Polissar, A.V., Hopke, P.K., Poirot, R.L., 2001. Atmospheric aerosol over Vermont: chemical composition and sources. Environmental Science and Technology 35, 4604-4621.
33. Pollution Control Department (PCD), 2007. Thailand's Air & Noise Status and Management in Year 2007. Ministry of Natural Resources and Environment, Thailand. ISBN 978-974-286-529-0. 100 pp.
34. Sarnat, J.A., Marmur, A., Klein, M., Kim, E., Russell, A.G., Sarnat, S.E., Mulholland, J.A., Hopke, P.K., Tolbert, P.E., 2008. Fine particle sources and cardiorespiratory morbidity: an application of chemical mass balance and factor analytical source-apportionment methods. Environmental Health Perspectives 116, 459-466.
35. Santoso, M., Hopke, P.K., Hidayat, A., Dwiana, L.D., 2008. Sources identification of the atmospheric aerosol at urban and suburban sites in Indonesia by positive matrix factorization. Science of the Total Environment 397, 229-237.
36. Tsai, F.C., Smith, K.R., Vichit-Vadakan, N., Ostro, B.D., Chestnut, L.G., Kungskulniti, N., 2000. Indoor/outdoor PM10 and PM2.5 in Bangkok, Thailand. Journal of Exposure Analytical and Environmental Epidemiology 10, 15-26.
37. U.S. Environmental Protection Agency, 2008. EPA Positive Matrix Factorization (PMF) 3.0 Fundamental & User Guide. Office of Research and Development, Washington, DC 20460. EPA 600/R-08/108 July 2008.
38. Vajanapoom, N., Shy, C.M., Neas, L.M., Loomis, D., 2001. Estimation of particulate matter from visibility in Bangkok, Thailand. Journal of Exposure Analysis and Environmental Epidemiology 11, 97-102.
39. Vichit-Vadakan, N., Vajanapoom, M., Ostro, B., 2008. The public health and air pollution in Asia (PAPA) Project: estimating the mortality effects of particulate matter in Bangkok, Thailand. Environmental Heath Perspectives 116, 1179-1182.
40. Vichit-Vadakan, N., Ostro, B.D., Chestnut, L., Mills, D.M., Aekplakorn, W., Wangwongwatana, S., Panich, N., 2001. Air pollution and respiratory symptoms: results from three panel studies in Bangkok, Thailand. Environmental Health Perspectives 109, 381-387.
41. Whitby, K.T., Cantrell, B., 1975. Atmospheric aerosols-Characteristics and measurement. ICESA Conference Proceedings, September 16-19, 1975, Las Vegas, United States, 1-29.
42. Xie, Y.L., Berkowitz, C.M., 2006. The use of positive matrix factorization with conditional probability functions in air quality studies: an application to hydrocarbon emissions in Houston, Texas. Atmospheric Environment 40, 3070-3091.
43. Xie, Y.L., Hopke, P.K., Paatero, P., Barrie, L.A., Li, S.M., 1999. Locations and preferred pathways of possible sources of Arctic aerosol. Atmospheric Environment 33, 2229-2239.