The contribution of each of these source regions was evaluated using a suite of REMSAD emissions sensitivity simulations. These sensitivity simulations were conducted by modifying sulfur dioxide and primary sulfate emissions from a source region, repeating the REMSAD simulation with these new emissions, and comparing the resulting sulfate prediction with the original base emissions simulation. The change in predicted sulfate arising from these emission sensitivity simulations defined a source region's contribution at Big Bend NP. Simulations where sulfur dioxide was removed from the source region of interest were termed emissions-out sensitivity simulations. A complementary set of emissions-in simulations was also evaluated, where sulfur emissions were retained for the source region of interest but removed elsewhere in the model domain. It should be noted that only sulfur dioxide and primary sulfate emissions were modified, and emissions of other species, e.g., volatile organic compounds, oxides of nitrogen, carbon monoxide, etc., were left at their normal levels.
It is important to investigate the equivalency of these two methods as either one could be regarded as a suitable approach for determining the impact of emissions from a source region on pollutant concentrations at a downwind receptor. Many processes within the model can be assumed to be linear and hence would yield the same results whether the emissions-out or the emissions-in inventory was used. These processes include, for example, dry deposition, as deposition fluxes scale in direct proportion to ambient concentrations. It is not obvious, however, that the rate of chemical transformation of sulfur dioxide to sulfate will respond in a linear fashion with regard to the emissions-out and emissions-in simulations, since the availability of photochemical oxidants (e.g., hydrogen peroxide and hydroxyl radical) are dependent upon second- and third-order chemical reactions.
This study examines the degree of linearity that exists in terms of simulated ulfate production as a function of sulfur dioxide emissions, and how non-linearities within the system are manifested. In general, the predicted attributions arising from the emissions-out and the emissions-in sensitivity simulations were very similar, with the emissions-in simulations resulting in slightly enhanced sulfate production, probably due to the increased availability of oxidants. During the four month BRAVO period, the overall relative enhancements associated with the emissions-in simulations were 2.8% for Mexican sources, 7.4% for Texas sources, 3.4% for eastern U.S. sources, 6.7% for western U.S. sources, and 4.2% for the boundary concentrations. This indicates that, in general, REMSAD behaves linearly with regard to gross emission modifications.