Sources Affecting PM2.5 Concentrations at a Rural Semi-Arid Coastal Site in South Texas

Abstract

Principal component analysis/absolute principal component scores (PCA/APCS) and positive matrix factorization (PMF2), an advanced factor analysis technique were employed to apportion the sources influencing the PM2.5 levels measured during 2003 through 2005 at a rural coastal site located within the Corpus Christi urban airshed in South Texas. PCA/APCS identified five sources while PMF2 apportioned an optimal solution of eight sources. Both PCA/APCS and PMF2 quantified secondary sulfates to be the major contributor accounting for 47% and 45% of the apportioned PM2.5 levels. The other common sources apportioned by the models included crustal dust, fresh sea salt and traffic emissions. PMF2 successfully apportioned distinct sources of fresh and aged sea salt along with biomass burns while PCA/APCS was unsuccessful in identifying aged sea salt and biomass burns; however it successfully identified secondary organic aerosols from photochemical oxidations and also emitted by petrochemical refineries. The influence of long range transport was noted for sources such as secondary sulfates, biomass burns and crustal dust affecting the region. Continued collection of speciation data at the rural and urban sites will enhance the understanding of local versus regional source contributions for air quality policy makers and stakeholders.

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S. Karnae and K. John, "Sources Affecting PM2.5 Concentrations at a Rural Semi-Arid Coastal Site in South Texas," Journal of Environmental Protection, Vol. 4 No. 1, 2013, pp. 152-162. doi: 10.4236/jep.2013.41018.

Conflicts of Interest

The authors declare no conflicts of interest.

References

[1] B. A. Begum, S. K. Biswas and P. K. Hopke, “Source Apportionment of Air Particulate Matter by Chemical Mass Balance (CMB) and Comparison with Positive Matrix Factorization (PMF) Model,” Aerosol and Air Quality Research, Vol. 7, No. 4, 2007, pp. 446-468.
[2] W. C. Wang, K. S. Chen, S. T. Chen, C. C. Lin, J. H. Tsai, C. H. Lai and S. K. Wang, “Characteristics and Receptor Modeling of Atmospheric PM2.5 at Urban and Rural Sites in Pingtung, Taiwan,” Aerosol and Air Quality Research, Vol. 8, No. 2, 2008, pp. 112-129.
[3] A. A. Karansasiou, P. A. Siskos and K. Eleftheriadis, “Assessment of Source Apportionment by Positive Matrix Factorization Analysis on Fine and Coarse Urban Aerosol Size Fractions,” Atmospheric Environment, Vol. 43, No. 21, 2009, pp. 3385-3395. doi:10.1016/j.atmosenv.2009.03.051
[4] S. Kong, B. Han, Z. Bai, L. Chen, J. Shi and Z. Xu, “Receptor Modeling of PM2.5, PM10 and TSP in Different Seasons and Long-Range Transport Analysis at a Coastal Site of Tianjin, China,” Science of Total Environment, Vol. 408, No. 20, 2010, pp. 4681-4694. doi:10.1016/j.scitotenv.2010.06.005
[5] R. C. Henry and G. M. Hidy, “Multivariate Analysis of Particulate Sulfate and Other Air Quality Variables by Principal Components – I. Annual Data from Los Angeles and New York,” Atmospheric Environment, Vol. 13, No. 11, 1979, pp. 1581-1596. doi:10.1016/0004-6981(79)90068-4
[6] G. D. Thurston and J. D. Spengler, “A Quantitative Assessment of Source Contributions to Inhalable Particulate Matter Pollution in Metropolitan Boston,” Atmospheric Environment, Vol. 19, No. 1, 1985, pp. 9-25. doi:10.1016/0004-6981(85)90132-5
[7] M. Viana, X. Querol, A. Alastuey, J. I. Gil and M. Me néndez, “Identification of PM Sources by Principal Component Analysis (PCA) Coupled with Wind Direction Data,” Chemosphere, Vol. 65, No. 11, 2006, pp. 2411 2488. doi:10.1016/j.chemosphere.2006.04.060
[8] M. F. Khan, K. Hirano and S. Masunaga, “Quantifying the Sources of Hazardous Elements of Suspended Particulate Matter Aerosol Collected in Yokohma, Japan,” Atmospheric Environment, Vol. 44, No. 21-22, 2010, pp. 2646-2657. doi:10.1016/j.atmosenv.2010.03.040
[9] S. Gupta, K. Kumar, A. Srivastava and V. K. Jain, “Size Distribution and Source Apportionment of Polycyclic Aromatic Hydrocarbons (PAHs) in Aerosol Particle Samples from the Atmospheric Environment of Delhi, India,” Science of the Total Environment, Vol. 409, No. 22, 2011, pp. 4674-4680. doi:10.1016/j.scitotenv.2011.08.008
[10] P. Paatero, “Least Squares Formulation of Robust Non Negative Factor Analysis,” Chemometrics and Intelligent Laboratory System, Vol. 37, No. 1, 1997, pp. 23-25. doi:10.1016/S0169-7439(96)00044-5
[11] P. D. Hien, V. T. Bac and N. T. H. Thinh, “PMF Receptor Modelling of Fine and Coarse PM10 in Air Masses Governing Monsoon Conditions in Hanoi, Northern Vietnam,” Atmospheric Environment, Vol. 38, No. 2, 2004, pp. 189-201. doi:10.1016/j.atmosenv.2003.09.064
[12] H. Jorquera and B. Rappenglück, “Receptor Modeling of Ambient VOC at Santiago, Chile,” Atmospheric Envi ronment, Vol. 38, No. 25, 2004, pp. 4243-4263. doi:10.1016/j.atmosenv.2004.04.030
[13] Z. Yuan, A. Kai Hon Lau, H. Zhang, J. Z. Yu, P. K. K. Louie and J. C. H. Fung, “Identification and Spatiotemporal Variations of Dominant PM10 Sources Over Hong Kong,” Atmospheric Environment, Vol. 40, No. 10, 2006, pp. 803-1815. doi:10.1016/j.atmosenv.2005.11.030
[14] K. R. Bullock, R. M. Duvall, G. A. Norris, S. R. McDow and M. D. Hays, “Evaluation of the CMB and PMF Mo dels Using Organic Molecular Markers in Fine Particulate Matter Collected During the Pittsburgh Air Quality Study,” Atmospheric Environment, Vol. 42, No. 29, 2008, pp. 6897-6904. doi:10.1016/j.atmosenv.2008.05.011
[15] Y. Song, W. Dai, M. Shao, Y. Liu, S. Lu, W. Kuster and P. Goldan, “Comparison of Receptor Models for Source Apportionment of Volatile Organic Compounds in Beijing, China,” Environmental Pollution, Vol. 156, No. 1, 2008, pp. 174-183. doi:10.1016/j.envpol.2007.12.014
[16] M. S. Callén, M. T. De La Cruz, J. M. Lopez, M. V. Navarro and A. M. Mastral, “Comparison of Receptor Models for Source Apportionment of the PM10 in Zaragoza (Spain),” Chemosphere, Vol. 76, No. 8, 2009, pp. 1120 1129. doi:10.1016/j.chemosphere.2009.04.015
[17] P. Lestari and Y. D. Mauliadi, “Source Apportionment of Particulate Matter at Urban Mixed Site in Indonesia in Using PMF,” Atmospheric Environment, Vol. 43, No. 10, 2009, pp. 1760-1770. doi:10.1016/j.atmosenv.2008.12.044
[18] Y.-C. Chan, O. Hawas, D. Hawker, P. Vowles, D. D. Co hen, E. Stelcer, R. Simpson, G. Golding and E. Christensen, “Using Multiple Type Composition Data and Wind Data in PMF Analysis to Apportion and Locate Sources of Air Pollutants,” Atmospheric Environment, Vol. 45, No. 2, 2010, pp. 439-449. doi:10.1016/j.atmosenv.2010.09.060
[19] S. Rodriguez, X. Querol, A. Alastuey, M. Viana, M. Alar cón, E. Mantilla and C. R. Ruiz, “Comparative PM10 PM2.5 Source Contribution Study at Rural, Urban, and Industrial Sites During PM Episodes in Eastern Spain,” Science of the Total Environment, Vol. 328, No. 1-3, 2004, pp. 95-113. doi:10.1016/S0048-9697(03)00411-X
[20] R. L. Tanner, W. J. Parkhurst, M. L. Valente and D. W. Philips, “Regional Composition of PM2.5 Aerosols Measured at Urban, Rural and Background Sites in the Tennessee Valley,” Atmospheric Environment, Vol. 38, No. 20, 2004, pp. 3143-3153. doi:10.1016/j.atmosenv.2004.03.023
[21] C. Hueglin, R. Gehrig, U. Baltensperger, M. Gysel, C. Monn and H. Vonmont, “Chemical Characterization of PM2.5, PM10 and Coarse, Particles at Urban, Near-City and Rural Sites in Switzerland,” Atmospheric Environment, Vol. 39, No. 4, 2005, pp. 637-651. doi:10.1016/j.atmosenv.2004.10.027
[22] H. Lee, S. S. Park, K. W. Kim and Y. J. Kim, “Source Identification of PM2.5 Particles Measured in Gwangju, Korea,” Atmospheric Research, Vol. 88, No. 3-4, 2008, 199-211. doi:10.1016/j.atmosres.2007.10.013
[23] R. J. Park, D. J. Jacob, B. D. Field, R. M. Yantosca and M. Chin, “Natural and Transboundary Pollution Influences on Sulphate-Nitrate-Ammonium Aerosols in the United States: Implications for Policy,” Journal of Geophysical Research, Vol. 109, No. D15, 2004, pp. 1-17. doi:10.1029/2003JD004473
[24] D. D. Cohen, J. Crawford, E. Stelcer and T. V. Bac, “Long Range Transport of Fine Particle Windblown Soils and Coal Fired Power Station Emissions into Hanoi Between 2001 to 2008,” Atmospheric Environment, Vol. 44, No. 31, 2008, pp. 3761-3769. doi:10.1016/j.atmosenv.2010.06.047
[25] S. Karnae and K. John, “Source Apportionment of Fine Particulate Matter Measured in an Industrialized Coastal Urban Area of South Texas,” Atmospheric Environment, Vol. 45, No. 23, 2011, pp. 3769-3776. doi:10.1016/j.atmosenv.2011.04.040
[26] D. Nyanganyura, W. Maenhaut, M. Mathuthu, A. Maka rau and F. X. Meixner, “The Chemical Composition of Tropospheric Aerosols and Their Contributing Sources to a Continental Background Site in Northern Zimbabwe from 1994 to 2000,” Atmospheric Environment, Vol. 41, No. 12, 2007, pp. 2644-2659. doi:10.1016/j.atmosenv.2006.11.015
[27] H. Guo, T. Wang and P. K. K. Louie, “Source Apportionment of Ambient Non-Methane Hydrocarbons in Hong Kong: Application Component Scores (PCA/APCS) Receptor Model,” Environmental Pollution, Vol. 129, No. 3, 2010, pp. 489-498. doi:10.1016/j.envpol.2003.11.006
[28] M. Amodio, E. Andriani, I. Cafagna, M. Caselli, B. E. Da resta, G. D. Gennaro, A. D. Gillio, M. Placentino and M. A. Tutino, “A Statistical Investigation About Sources of PM in South Italy,” Atmospheric Research, Vol. 98, No. 2-4, 2010, pp. 207-218. doi:10.1016/j.atmosres.2010.03.023
[29] E. Kim, T. V. Larson, P. K. Hopke, C. Slaughter, L. E. Sheppard and C. Claiborn, “Source Identification of PM2.5 in an Arid Northwest U.S. City by Positive Matrix Factorization,” Atmospheric Research, Vol. 66, No. 4, 2003, pp. 291-305. doi:10.1016/S0169-8095(03)00025-5
[30] B. A. Begum, S. K. Biswas, A. Markwitz and P. K. Hop ke, “Identification of Sources of Fine and Coarse Particulate Matter in Dhaka, Bangladesh,” Aerosol and Air Qua lity Research, Vol. 10, 2010, pp. 345-353.
[31] S. Hellebust, A. Allanic, I. P. O’Connor, C. Jourdan, D. Healy and J. R. Sodeau, “Sources of Ambient Concentrations and Chemical Compositions PM2.5-0.1 in Cork Harbour, Ireland,” Atmospheric Research, Vol. 95, No. 2-3, 2010, pp. 136-149. doi:10.1016/j.atmosres.2009.09.006
[32] S. Karnae and K. John, “Source Apportionment Analysis of Measured Fine Particulate Matter in a Semi-Arid Urban Airshed in Corpus Christi, USA,” Advances in Geosciences, Vol. 16, 2010, pp. 227-239.
[33] E. Kim, L. Turkiewicz, S. A. Zulawnick and K. L. Mag liano, “Sources of Fine Particles in the South Coast Area, California,” Atmospheric Environment, Vol. 44, No. 26, 2010, pp. 3095-3100. doi:10.1016/j.atmosenv.2010.05.037
[34] J. Pey, X. Querol, A. Alastuey, S. Rodriguez, J. P. Putaud and R. V. Dingenen, “Source Apportionment of Urban Fine and Ultra-Fine Particle Number Concentration in a Western Mediterranean City,” Atmospheric Environment, Vol. 43, No. 29, 2009, pp. 4407-4415. doi:10.1016/j.atmosenv.2009.05.024
[35] M. Zheng, F. Wang, G.S.W. Hagler, X. Hou, M. Bergin, Y. Cheng, L.G. Salmon, J. J. Schauer, P. K. K. Louie, L. Zeng and Y. Zhang, “Sources of Excess Urban Carbona ceous Aerosol in the Pearl River Delta Region China,” Atmospheric Environment, Vol. 45, No. 5, 2011, pp. 1175 1182. doi:10.1016/j.atmosenv.2010.09.041
[36] N. N. Maykut, J. Lewtas, E. Kim and T. V. Larson, “Source Apportionment of PM2.5 at an Urban IMPROVE Site in Seattle, Washington,” Environmental Science & Technology, Vol. 37, No. 22, 2003, pp. 5135-5142. doi:10.1021/es030370y
[37] Y. Qin, E. Kim and P. K. Hopke, “The Concentrations and Sources of PM2.5 in Metropolitan New York City,” Atmospheric Environment, Vol. 40, No. 2, 2006, pp. S312 S332. doi:10.1016/j.atmosenv.2006.02.025
[38] E. Kim and P. K. Hopke, “Source Characterization of Ambient Fine Particles at Multiple Sites in the Seattle Area,” Atmospheric Environment, Vol. 42, No. 24, 2008, pp. 6047 6056. doi:10.1016/j.atmosenv.2008.03.032
[39] R. J. Park, D. J. Jacob, B. D. Field, R. M. Yantosca and M. Chin, “Natural and transboundary pollution influences on Sulphate-Nitrate-Ammonium Aerosols in the United States” Implications for Policy,” Journal of Geophysical Research, Vol. 109, No. D15, 2004, pp. 1-17. doi:10.1029/2003JD004473
[40] I. Hwang and P. K. Hopke, “Estimation of Source Apportionment and Potential Source Locations at PM2.5 at a West Coastal IMPROVE Site,” Atmospheric Environment, Vol. 41, No. 3, 2006, pp. 506-518. doi:10.1016/j.atmosenv.2006.08.043
[41] J. Yin, R. M. Harrison, Q. Chen, A. Rutter and J. J. Schauer, “Source Apportionment of Fine Particles at Urban Background and Rural Sites in the UK Atmosphere,” Atmospheric Environment, Vol. 44, No. 6, 2010, pp. 841 851. doi:10.1016/j.atmosenv.2009.11.026
[42] Texas Commission on Environmental Quality, Air Qua lity Events, Retrieved May 12 2012.

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