Spatial and temporal variability of sources of ambient fine particulate matter (PM2.5) in California

Atmospheric Chemistry and Physics

Volumn 14, Issue 22, 2014, Pages 12085-12097

  Hasheminassab, S ^a   Daher, N ^a   Saffari, A ^a   Wang, D ^a   Ostro, B D ^b   Sioutas, C ^a  

^a Department of Civil and Environmental Engineering ^*  (United States)

^b STATE OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AIR SAMPLING; AMBIENT AIR; ANTHROPOGENIC SOURCE; ATMOSPHERIC MODELING; BIOMASS BURNING; PARTICULATE MATTER; SPATIOTEMPORAL ANALYSIS; TRAFFIC EMISSION;

CALIFORNIA; UNITED STATES;

EID: 84911917864     PISSN: 16807316     EISSN: 16807324     Source Type: Journal    
DOI: 10.5194/acp-14-12085-2014     Document Type: Article

References (79)

1. Araujo, J. A., Barajas, B., Kleinman, M., Wang, X., Bennett, B. J., Gong, K. W., Navab, M., Harkema, J., Sioutas, C., Lusis, A. J., and Nel, A. E.: Ambient particulate pollutants in the ultrafine range promote early atherosclerosis and systemic oxidative stress, Circ. Res., 102, 589-596, 2008.
2. Arhami, M., Sillanpää, M., Hu, S., Olson, M. R., Schauer, J. J., and Sioutas, C.: Size-segregated inorganic and organic components of PM in the communities of the Los Angeles Harbor, Aerosol Sci. Tech., 43, 145-160, 2009.
3. Birch, M. E. and Cary, R. A.: Elemental Carbon-Based Method for Monitoring Occupational Exposures to Particulate Diesel Exhaust, Aerosol Sci. Technol., 25, 221-241, 1996.
4. 2. 5 source contributions for the San Joaquin Valley with multivariate receptor models, Environ. Sci. Technol., 41, 2818-2826, 2007.
5. 10-2.5) in the Los Angeles area, Atmos. Environ., 45, 2651-2662, 2011.
6. Chow, J. C., Watson, J. G., Lowenthal, D. H., Chen, L. W. A., Zielinska, B., Mazzoleni, L. R., and Magliano, K. L.: Evaluation of organic markers for chemical mass balance source apportionment at the Fresno Supersite, Atmos. Chem. Phys., 7, 1741-1754, doi:10.5194/acp-7-1741-2007, 2007.
7. 2.5 organic carbon sampling artifacts in US networks, Atmos. Chem. Phys., 10, 5223-5239, doi:10.5194/acp-10-5223-2010, 2010.
8. Daher, N., Hasheminassab, S., Shafer, M. M., Schauer, J. J., and Sioutas, C.: Seasonal and spatial variability in chemical composition and mass closure of ambient ultrafine particles in the megacity of Los Angeles, Environmental Science: Processes & Impacts, 15, 283-295, 2013.
9. Dall'osto, M., Booth, M. J., Smith, W., Fisher, R., and Harrison, R. M.: A study of the size distributions and the chemical characterization of airborne particles in the vicinity of a large integrated steelworks, Aerosol Sci. Tech., 42, 981-991, 2008.
10. Dall'sto, M., Beddows, D. C. S., Gietl, J. K., Olatunbosun, O. A., Yang, X., and Harrison, R. M.: Characteristics of tyre dust in polluted air: studies by single particle mass spectrometry (ATOFMS), Atmos. Environ., 94, 224-230, 2014.
11. Davis, D. A., Akopian, G., Walsh, J. P., Sioutas, C., Morgan, T. E., and Finch, C. E.: Urban air pollutants reduce synaptic function of CA1 neurons via an NMDA/NO pathway in vitro, J. Neurochem., 127, 509-519, 2013a.
12. Davis, D. A., Bortolato, M., Godar, S. C., Sander, T. K., Iwata, N., Pakbin, P., Shih, J. C., Berhane, K., McConnell, R., Sioutas, C., Finch, C. E., and Morgan, T. E.: Prenatal exposure to urban air nanoparticles in mice causes altered neuronal differentiation and depression-like responses, PLoS ONE, 8, e64128, doi:10.1371/journal.pone.0064128, 2013b.
13. Delfino, R. J., Sioutas, C., and Malik, S.: Potential role of ultrafine particles in associations between airborne particle mass and cardiovascular health, Environ. Health Persp., 113, 934-946, 2005.
14. 2.5 Air Quality Study, University of California, Davis, 2012.
15. 2.5 and ozone, Risk Anal., 32, 81-95, 2012.
16. 2.5 Speciation Trends Network: Evaluation of Whole-System Uncertainties Using Data from Sites with Collocated Samplers, J. Air Waste Manage. Asso., 56, 492-499, 2006.
17. Fujita, E. M., Watson, J. G., Chow, J. C., Robinson, N. F., Richards, L. W., and Kumar, N.: Northern Front Range Air Quality Study, Volume C: Source Apportionment and Simulation Methods and Evaluation, Prepared for Colorado State University, Cooperative Institute for Research in the Atmosphere, Ft. Collins, CO, Desert Research Institute, Reno, NV, 1998.
18. Gorin, C. A., Collett, J. L., and Herckes, P.: Wood smoke contribution to winter aerosol in Fresno, CA, J. Air Waste Manage., 56, 1584-1590, 2006.
19. 2.5 Air Filter Analysis, J. Air Waste Manage. Asso., 60, 184-194, 2010.
20. Ham, W. A. and Kleeman, M. J.: Size-resolved source apportionment of carbonaceous particulate matter in urban and rural sites in central California, Atmos. Environ., 45, 3988-3995, 2011.
21. Harrison, R. M., Yin, J., Mark, D., Stedman, J., Appleby, R. S., Booker, J., and Moorcroft, S.: Studies of the coarse particle (2.5-10 μm) component in UK urban atmospheres, Atmos. Environ., 35, 3667-3679, 2001.
22. Hasheminassab, S., Daher, N., Schauer, J. J., and Sioutas, C.: Source apportionment and organic compound characterization of ambient ultrafine particulate matter (PM) in the Los Angeles Basin, Atmos. Environ., 79, 529-539, 2013.
23. 2.5) in the Los Angeles Basin: a focus on emissions reduction from vehicular sources, Environ. Pollut., 193, 54-64, 2014.
24. Held, T., Ying, Q., Kaduwela, A., and Kleeman, M.: Modeling particulate matter in the San Joaquin Valley with a source-oriented externally mixed three-dimensional photochemical grid model, Atmos. Environ., 38, 3689-3711, 2004.
25. Heo, J., Dulger, M., Olson, M. R., McGinnis, J. E., Shelton, B. R., Matsunaga, A., Sioutas, C., and Schauer, J. J.: Source apportionments of PM2.5 organic carbon using molecular marker Positive Matrix Factorization and comparison of results from different receptor models, Atmos. Environ., 73, 51-61, 2013.
26. 2.5 in Seoul, Korea, Atmos. Chem. Phys., 9, 4957-4971, doi:10.5194/acp-9-4957-2009, 2009.
27. Hopke, P. K.: Recent developments in receptor modeling, J. Chemometr., 17, 255-265, 2003.
28. 0.1 sources for epidemiological studies in California, Environ. Sci. Technol., 48, 4980-4990, 2014.
29. Hu, S., Polidori, A., Arhami, M., Shafer, M. M., Schauer, J. J., Cho, A., and Sioutas, C.: Redox activity and chemical speciation of size fractioned PM in the communities of the Los Angeles-Long Beach harbor, Atmos. Chem. Phys., 8, 6439-6451, doi:10.5194/acp-8-6439-2008, 2008.
30. Hughes, L. S., Allen, J. O., Kleeman, M. J., Johnson, R. J., Cass, G. R., Gross, D. S., Gard, E. E., GÃlli, M. E., Morrical, B. D., Fergenson, D. P., Dienes, T., Noble, C. A., Liu, D.-Y., Silva, P. J., and Prather, K. A.: Size and Composition Distribution of Atmospheric Particles in Southern California, Environ. Sci. Technol., 33, 3506-3515, 1999.
31. Hughes, L. S., Allen, J. O., Salmon, L. G., Mayo, P. R., Johnson, R. J., and Cass, G. R.: Evolution of nitrogen species air pollutants along trajectories crossing the Los Angeles area, Environ. Sci. Technol., 36, 3928-3935, 2002.
32. Hwang, I. and Hopke, P. K.: Comparison of source apportionments of fine particulate matter at two San Jose speciation trends network sites, Journal of the Air & Waste Management Association (1995), 56, 1287-1300, 2006.
33. 2.5 at a west coastal IMPROVE site, Atmos. Environ., 41, 506-518, 2007.
34. Katrinak, K. A., Anderson, J. R., and Buseck, P. R.: Individual particle types in the aerosol of Phoenix, Arizona, Environ. Sci. Technol., 29, 321-329, 1995.
35. Kim, E. and Hopke, P. K.: Source characterization of ambient fine particles in the Los Angeles Basin, J. Environ. Eng. Sci., 6, 343-353, 2007.
36. Kim, E., Hopke, P. K., and Qin, Y.: Estimation of Organic Carbon Blank Values and Error Structures of the Speciation Trends Network Data for Source Apportionment, J. Air Waste Manage. Asso., 55, 1190-1199, 2005.
37. Kim, E., Turkiewicz, K., Zulawnick, S. A., and Magliano, K. L.: Sources of fine particles in the South Coast area, California, Atmos. Environ., 44, 3095-3100, 2010.
38. Kleeman, M. J. and Cass, G. R.: A 3-D Eulerian source-oriented model for an externally mixed aerosol, Environ. Sci. Technol., 35, 4834-4848, 2001.
39. 0.1) Airborne Particulate Matter during a Severe Winter Pollution Episode, Environ. Sci. Technol., 43, 272-279, 2009.
40. Laden, F., Neas, L. M., Dockery, D. W., and Schwartz, J.: Association of fine particulate matter from different sources with daily mortality in six U.S. cities, Environ. Health Persp., 108, 941-947, 2000.
41. Lee, E., Chan, C. K., and Paatero, P.: Application of positive matrix factorization in source apportionment of particulate pollutants in Hong Kong, Atmos. Environ., 33, 3201-3212, 1999.
42. Lee, H. J., Gent, J. F., Leaderer, B. P., and Koutrakis, P.: Spatial and temporal variability of fine particle composition and source types in five cities of Connecticut and Massachusetts, Sci. Total Environ., 409, 2133-2142, 2011.
43. Lim, S. S., Vos, T., Flaxman, A. D., Danaei, G., Shibuya, K., Adair-Rohani, H., AlMazroa, M. A., Amann, M., Anderson, H. R., Andrews, K. G., et al.: A comparative risk assessment of burden of disease and injury attributable to 67 risk factors and risk factor clusters in 21 regions, 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010, Lancet, 380, 2224-2260, 2013.
44. Liu, W., Wang, Y., Russell, A., and Edgerton, E. S.: Enhanced source identification of southeast aerosols using temperature-resolved carbon fractions and gas phase components, Atmos. Environ., 40, Supplement 2, 445-466, 2006.
45. Mar, T. F., Norris, G. A., Koenig, J. Q., and Larson, T. V.: Associations between air pollution and mortality in Phoenix, 1995-1997, Environ. Health Persp., 108, 347-353, 2000.
46. Minguillón, M. C., Arhami, M., Schauer, J. J., and Sioutas, C.: Seasonal and spatial variations of sources of fine and quasi-ultrafine particulate matter in neighborhoods near the Los Angeles-Long Beach harbor, Atmos. Environ., 42, 7317-7328, 2008.
47. Norris, G. A., Vedantham, R., Wade, K., Brown, S., Prouty, J., and Foley, C.: EPA positive matrix factorization (PMF) 3.0 fundamentals & user guide. Prepared for the US Environmental Protection Agency, Washington, DC, by the National Exposure Research Laboratory, Research Triangle Park., 2008.
48. Ostro, B., Broadwin, R., Green, S., Feng, W.-Y., and Lipsett, M.: Fine particulate air pollution and mortality in nine California counties: results from CALFINE, Environ. Health Persp., 114, 29-33, 2006.
49. Ostro, B., Feng, W.-Y., Broadwin, R., Green, S., and Lipsett, M.: The effects of components of fine particulate air pollution on mortality in California: results from CALFINE, Environ. Health Persp., 115, 13-19, 2007.
50. Ostro, B., Tobias, A., Querol, X., Alastuey, A., Amato, F., Pey, J., Pérez, N., and Sunyer, J.: The effects of particulate matter sources on daily mortality: a case-crossover study of Barcelona, Spain, Environ. Health Persp., 119, 1781-1787, 2011.
51. 2.5 exposure and inflammation: determining sensitive subgroups in mid-life women, Environ. Res., 132, 168-175, 2014.
52. Özkaynak, H. and Thurston, G. D.: Associations between 1980 U.S. mortality rates and alternative measures of airborne particle concentration, Risk Anal., 7, 449-461, 1987.
53. Paatero, P. and Tapper, U.: Positive matrix factorization: a non-negative factor model with optimal utilization of error estimates of data values, Environmetrics, 5, 111-126, 1994.
54. Paatero, P., Hopke, P. K., Song, X.-H., and Ramadan, Z.: Understanding and controlling rotations in factor analytic models, Chemometrics and Intelligent Laboratory Systems, 60, 253-264, 2002.
55. Pant, P. and Harrison, R. M.: Estimation of the contribution of road traffic emissions to particulate matter concentrations from field measurements: a review, Atmos. Environ., 77, 78-97, 2013.
56. Polissar, A. V., Hopke, P. K., Paatero, P., Malm, W. C., and Sisler, J. F.: Atmospheric aerosol over Alaska: 2. Elemental composition and sources, J. Geophys. Res. Atmos., 103, 19045-19057, 1998.
57. Reff, A., Eberly, S. I., and Bhave, P. V.: Receptor modeling of ambient particulate matter data using positive matrix factorization: review of existing methods, J. Air Waste Manage., 57, 146-154, 2007.
58. Rohr, A. C. and Wyzga, R. E.: Attributing health effects to individual particulate matter constituents, Atmos. Environ., 62, 130-152, 2012.
59. RTI: Standard Operating Procedure for the X-ray Fluorescence Analysis of Particulate Matter Deposits on Teflon Filters, Research Triangle Park, NC, 2009a.
60. 2.5 Anion Analysis, Research Triangle Park, NC, 2009b.
61. 2.5 Cation Analysis, Research Triangle Park, NC, 2009c.
62. 0.25) in the Los Angeles metropolitan area and its association with chemical composition, Atmos. Environ., 79, 566-575, 2013.
63. 10) in the Los Angeles Basin, J. Geophys. Res.- Atmos., 110, D07S08, doi:10.1029/2004JD004627, 2005.
64. Sarnat, J. A., Marmur, A., Klein, M., Kim, E., Russell, A. G., Sarnat, S. E., Mulholland, J. A., Hopke, P. K., and Tolbert, P. E.: Fine particle sources and cardiorespiratory morbidity: an application of chemical mass balance and factor analytical source-apportionment methods, Environ. Health Persp., 116, doi:10.1289/ehp.10873, 2008.
65. Schauer, J. J. and Cass, G. R.: Source apportionment of wintertime gas-phase and particle-phase air pollutants using organic compounds as tracers, Environ. Sci. Technol., 34, 1821-1832, 2000.
66. Shah, S. D., Cocker, D. R., Miller, J. W., and Norbeck, J. M.: Emission rates of particulate matter and elemental and organic carbon from in-use diesel engines, Environ. Sci. Technol., 38, 2544-2550, 2004.
67. Song, C. H. and Carmichael, G. R.: The aging process of naturally emitted aerosol (sea-salt and mineral aerosol) during long range transport, Atmos. Environ., 33, 2203-2218, 1999.
68. Stanek, L. W., Sacks, J. D., Dutton, S. J., and Dubois, J.-J. B.: Attributing health effects to apportioned components and sources of particulate matter: an evaluation of collective results, Atmos. Environ., 45, 5655-5663, 2011.
69. 10 in a suburban industrial region, Rio de Janeiro, Brazil, Environ. Monit. Assess., 139, 49-59, 2008.
70. von Schneidemesser, E., Stone, E. A., Quraishi, T. A., Shafer, M. M., and Schauer, J. J.: Toxic metals in the atmosphere in Lahore, Pakistan, Sci. Total Environ., 408, 1640-1648, 2010.
71. Watson, J. G., Fujita, E. M., Chow, J. C., Zielinska, B., Richards, L. W., Neff, W., and Dietrich, D.: Northern Front Range Air Quality Study, Final report, Prepared for Colorado State University, Cooperative Institute for Research in the Atmosphere, Fort Collins, CO, Desert Research Institute, Reno, NV, 1998.
72. Watson, J. G., Chow, J. C., Bowen, J. L., Lowenthal, D. H., Hering, S., Ouchida, P., and Oslund, W.: Air quality measurements from the Fresno Supersite, J. Air Waste Manage., 50, 1321-1334, 2000.
73. Woodruff, T. J., Parker, J. D., and Schoendorf, K. C.: Fine particulate matter (PM2.5 ) air pollution and selected causes of postneonatal infant mortality in California, Environ. Health Persp., 114, 786-790, 2006.
74. Ying, Q.: Physical and chemical processes of wintertime secondary nitrate aerosol formation, Frontiers of Environmental Science & Engineering in China, 5, 348-361, 2011.
75. Ying, Q. and Kleeman, M. J.: Source contributions to the regional distribution of secondary particulate matter in California, Atmos. Environ., 40, 736-752, 2006.
76. Ying, Q. and Kleeman, M. J.: Regional contributions to airborne particulate matter in central California during a severe pollution episode, Atmos. Environ., 43, 1218-1228, 2009.
77. 2.5 air quality study, Atmos. Chem. Phys., 14, 485-503, doi:10.5194/acp-14-485-2014, 2014.
78. Zhang, Y., Schauer, J. J., Shafer, M. M., Hannigan, M. P., and Dutton, S. J.: Source apportionment of in vitro reactive oxygen species bioassay activity from atmospheric particulate matter, Environ. Sci. Technol., 42, 7502-7509, 2008.
79. Zhao, Z., Chen, S.-H., Kleeman, M. J., Tyree, M., and Cayan, D.: The impact of climate change on air quality-related meteorological conditions in California. Part I: Present time simulation analysis, J. Climate, 24, 3344-3361, 2011.