(BRAVO) Study: Final Report. - Desert Research Institute
(BRAVO) Study: Final Report. - Desert Research Institute
(BRAVO) Study: Final Report. - Desert Research Institute
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<strong>Final</strong> <strong>Report</strong> — September 2004<br />
Comparing SO 2 emissions from all sources other than the Carbón power plants, the <strong>BRAVO</strong><br />
estimate (225,000 tons/year) disagreed with the estimate of the Mexican Ministry of Energy<br />
(398,000 tons/year), a ratio of about 1.8.<br />
Incorrect boundary conditions for CMAQ could result from the overestimation of SO 2<br />
and sulfate by REMSAD along the boundaries of the CMAQ domain, as identified in<br />
Section 9.9. Specifically, compared to measurements, REMSAD overestimated sulfate<br />
concentrations along the CMAQ domain boundary by approximately 40% and SO 2<br />
concentrations there by a factor of about 3.8.<br />
For one model configuration that explored the combined effects of these factors,<br />
emissions of SO 2 and sulfate within the Mexican portion of the CMAQ domain (except<br />
emissions from the Carbón power plants) were increased by a factor of two and the<br />
REMSAD-based lateral boundary conditions for SO 2 and sulfate were scaled with CASTNet<br />
and IMPROVE observations. When these adjustments were made, model performance for<br />
SO 2 and sulfate improved over that of the preliminary base case simulation, with bias and<br />
error reduced for both species throughout the <strong>BRAVO</strong> network, as shown in Table 9-17. In<br />
the end, this simulation was selected as the CMAQ-MADRID base case simulation and<br />
served as a basis for estimating the source attributions that will be presented in Chapter 11. 1<br />
Consequently, the rest of the discussion below will address the performance of this<br />
configuration of CMAQ-MADRID.<br />
Table 9-17. Network-average CMAQ-MADRID SO 2 and fine SO 4 2– performance statistics for<br />
preliminary and final base case simulations.<br />
Statistic Weekly SO2 24-hour fine SO4 2–<br />
Units<br />
Prelim.<br />
Base<br />
Case<br />
<strong>Final</strong> Base<br />
Case<br />
Prelim.<br />
Base<br />
Case<br />
<strong>Final</strong> Base<br />
Case<br />
Observed mean µg/m 3 1.48 1.48 3.1 3.1<br />
Simulated mean µg/m 3 1.74 1.61 4.67 3.97<br />
Coefficient of<br />
Determination (r 2 )<br />
0.45 0.46 0.47 0.47<br />
Mean bias µg/m 3 0.26 0.12 1.57 0.87<br />
Mean error µg/m 3 0.69 0.60 2.24 1.67<br />
Mean Normalized Bias % 48 40 57 37<br />
Mean Normalized Error % 71 64 82 65<br />
Fractional Bias % 15 20 18 8<br />
Fractional Error % 44 43 54 47<br />
RMS error µg/m 3 1.09 0.97 3.58 2.65<br />
1 The CMAQ-MADRID base case simulation covers the time period July 2 – October 28, which is<br />
slightly shorter than the period of the REMSAD simulation. This causes slight variations in statistical<br />
data based on observations, e.g. mean observed concentrations, compared to the corresponding values<br />
in the tables shown in Section 9.9 in conjunction with the evaluation of REMSAD performance.<br />
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