Combining a road pollution dispersion model with GIS to determine carbon monoxide concentration in Tennessee
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The purpose of this paper is to develop an air pollution model that is independent from pollution monitoring sites and highly accurate through space and time. Total carbon monoxide concentration is computed with the use of traffic flow data, vehicle speed and dimensions, emission rates, wind speed, and temperature. The data are interpolated using a geographic information system universal kriging technique, and the end results produce state level air pollution maps with high local accuracy. The model is validated against Environment Protection Agency (EPA) pollution data. Overall, the model has 71 % agreement with EPA, overestimating values of carbon monoxide for less than 1 ppm. The model has three advantages over already assessed air pollution models. First, it is completely independent of any air pollution monitoring stations; thus, possible temporary or permanent unreliability or lack of the data is avoided. Second, being based on a 5,710 traffic count network, the problem of remote places coverage is avoided. Third, it is based on a straightforward equation, where minimal preprocessing of traffic and climatic data is required.
KeywordsTraffic Modeling GIS Carbon monoxide EPA
- Brauer, M., Hoek, G., van Vliet, P., Meliefste, K., Fischer, P., Gehring, U., et al. (2003). Estimating long-term average particulate air pollution concentrations: application of traffic indicators and geographic information systems. Epidemiology, 14, 228–239.Google Scholar
- Briggs, D. J. (2000). Exposure assessment. In P. Elliott, J. Wakefield, N. Best, & D. Briggs (Eds.), Spatial epidemiology: methods and applications (pp. 335–359). Oxford: Oxford University Press.Google Scholar
- Bureau of Transit Statistics (2006). Table 1-11: Number of U.S. Aircraft, Vehicles, Vessels, and Other Conveyances. http://www.bts.gov/publications/national_transportation_statistics/html/table_01_11.html. Accessed June 2012.
- Campbell, J. B. (2002). Introduction to remote sensing (3rd ed.). New York: Guilford.Google Scholar
- Chen, L.W.A., Doddridge, B.G., Dickerson, R.R. (2002). Observation of carbonaceous aerosols and carbon monoxide at suburban site: implication for an emission inventory. http://www.epa.gov/ttn/chief/conference/ei10/poster/chen.pdf. Accessed Aug 2011.
- Cohen, A. J., Anderson, H. R., Ostro, B., Pandey, K. D., Krzyzanowski, M., Künzli, N., et al. (2004). Urban air pollution. In A. D. M. Ezzati, A. D. A. Lopez, A. Rodgers, & C. J. L. Murray (Eds.), Comparative quantification of health risks: global and regional burden of disease due to selected major risk factors (pp. 1353–1434). Geneva: World Health Organization.Google Scholar
- Denby, B., Horálek, J., Walker, S., Eben, K., Fiala, J. (2005). Interpolation and assimilation methods for European scale air quality assessment and mapping. Part I. Review and recommendations. Tech. Rep. 20 05/7. Bilthoven: The European Topic Centre on Air and Climate Change.Google Scholar
- Environmental Protection Agency. (2000). Emission facts: average annual emissions and fuel consumption for passenger cars and light trucks [online]. http://www.epa.gov/oms/consumer/f00013.htm. Accessed February 2011.
- Environmental Protection Agency. (2009). Site description report. AMP 500 Site Monitor.Google Scholar
- Finkelstein, M., Jerrett, M., DeLuca, P., Finkelstein, N., Verma, D., Chapman, K., et al. (2003). Relation between income, air pollution and mortality: a cohort study. Canadian Medical Association, 169, 397–402.Google Scholar
- Gorhama, K. A., Blake, N. J., VanCuren, R. A., Fuelberg, H. E., Meinardi, S., & Blake, D. R. (2010). Seasonal and diurnal measurements of carbon monoxide and nonmethane hydrocarbons at Mt. Wilson, California: indirect evidence of atomic Cl in the Los Angeles basin. Atmospheric Environment, 44, 2271–2279.CrossRefGoogle Scholar
- Grant, A., Stanley, K. F., Henshaw, S. J., Shallcross, D. E., & O’Doherty, S. (2010). High-frequency urban measurements of molecular hydrogen and carbon monoxide in the United Kingdom. Atmospheric Chemistry and Physics, 10, 4714–4724.Google Scholar
- Greene, W. H. (2003). Econometric analysis (5th ed.). Upper Saddle River: Pearson Education.Google Scholar
- Lin, Y. C., Lin, C. Y., Lin, P. H., Engling, G., Lan, Y. Y., Kuo, T. H., et al. (2011). Observations of ozone and carbon monoxide at Mei-Feng mountain site (2269 m a.s.l.) in Central Taiwan: seasonal variations and influence of Asian continental outflow. Science of Total Environment, 409, 3033–3042.CrossRefGoogle Scholar
- Lovblad, G., Tarrason, L., Torseth, K., Dutchak, S. (2004). EMEP assessment, part I, European perspective. http://www.emep.int/assessment/Part1/001-010_00a-Title-Part1.pdf. Accessed Aug 2011.
- McCarty, M. C., Hafner, H. R., & Montzka, S. A. (2006). Background concentration of 18 air toxics for North America. Air and Waste Management Association, 56, 3–11.Google Scholar
- O’Neil, M. S., Veves, A., Zanobetti, A., Sarnat, J. A., Gold, D. R., Economides, P. A., et al. (2005). Diabetes enhances vulnerability to particulate air pollution-associated impairment in vascular reactivity and endothelial function. Journal of the American Heart Association. doi:10.1161/CIRCULATIONAHA.104.517110.
- Pikhart, H., Bobak, M., Gorynski, P., Wojtyniak, B., Danova, J., Celko, M. A., et al. (2001). Outdoor sulphur dioxide and respiratory symptoms in Czech and Polish school children: a small-area study (SAVIAH). Small-area variation in air pollution and health. International Archives of Occupational and Environmental Health, 74, 574–578.Google Scholar
- Ross, Z., English, P. B., Scalf, R., Gunier, R., Smorodinsky, S., Wall, S., et al. (2006). Nitrogen dioxide prediction in Southern California using land use regression modeling: potential for environmental health analyses. Journal of Exposure Analysis and Environmental Epidemiology, 16, 106–114.CrossRefGoogle Scholar
- Tennessee Department of Transportation (TNDOT). (2006). Tennessee’s Interstate System-Facts about Tennessee’s Interstate System 50th anniversary, 1956–2006. http://www.tdot.state.tn.us/interstateinfo/Tnfacts.htm. Accessed Jul 2011.
- Volpino, P., Tomei, F., La Valle, C., Tornao, E., Rosati, M. V., Ciarrocca, M., et al. (2004). Respiratory and cardiovascular function at rest and during exercise testing in a healthy working population: effects of outdoor traffic air pollution. Occupational Medicine, 54(7), 475–482.CrossRefGoogle Scholar
- Zambon, P., Ricci, P., Bovo, E., Casula, A., Gattolin, M., Fiore, et al. (2007). Sarcoma risk and dioxin emissions from incinerators and industrial plants: a population-based case–control study (Italy). Environmental Health, 16, 6–19.Google Scholar