Unlabelled: This study integrates the relationship between measured surface concentrations of particulate matter 10 μm or less in diameter (PM), satellite-derived aerosol optical depth (AOD), and meteorology in Roda, Virginia, during 2008. A multiple regression model was developed to predict the concentrations of particles 2.5 μm or less in diameter (PM) at an additional location in the Appalachia region, Bristol, TN. The model was developed by combining AOD retrievals from Moderate Resolution Imaging Spectro-radiometer (MODIS) sensor on board the EOS Terra and Aqua Satellites with the surface meteorological observations. The multiple regression model predicted PM (r = 0.62), and the two-variable (AOD-PM) model predicted PM (r = 0.4). The developed model was validated using particulate matter recordings and meteorology observations from another location in the Appalachia region, Hazard, Kentucky. The model was extrapolated to the Roda, VA, sampling site to predict PM mass concentrations. We used 10 km x 10 km resolution MODIS 550 nm AOD to predict ground level PM. For the relevant period in 2008, in Roda, VA, the predicted PM mass concentration is 9.11 ± 5.16 μg m (mean ± 1SD).
Implications: This is the first study that couples ground-based Particulate Matter measurements with satellite retrievals to predict surface air pollution at Roda, Virginia. Roda is representative of the Appalachian communities that are commonly located in narrow valleys, or "hollows," where homes are placed directly along the roads in a region of active mountaintop mining operations. Our study suggests that proximity to heavy coal truck traffic subjects these communities to chronic exposure to coal dust and leads us to conclude that there is an urgent need for new regulations to address the primary sources of this particulate matter.
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http://dx.doi.org/10.1080/10962247.2016.1245686 | DOI Listing |
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