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(BRAVO) Study: Final Report. - Desert Research Institute

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<strong>Final</strong> <strong>Report</strong> — September 2004<br />

Table 9-13. Definitions of performance statistics used in this report.<br />

Mean or Average<br />

Simulated or<br />

Predicted<br />

1<br />

N<br />

∑ P i<br />

N i=<br />

1<br />

Observed<br />

1<br />

N<br />

∑O i<br />

N i=<br />

1<br />

Coefficient of Determination R 2<br />

Mean Bias<br />

Mean Error<br />

N<br />

1<br />

∑(<br />

P i<br />

− O i<br />

)<br />

N 1<br />

i=<br />

N<br />

1<br />

∑ ( P i<br />

− O i<br />

)<br />

N 1<br />

Fractional Bias (%) Mean Normalized Bias (%)<br />

2 ( P − Oi<br />

)<br />

N 1 O )<br />

N<br />

i<br />

∑<br />

i= ( Pi<br />

+<br />

i<br />

i=<br />

N<br />

1 ( Pi<br />

− Oi<br />

)<br />

∑<br />

N 1 O<br />

Fractional Error (%) Mean Normalized Error (%)<br />

2<br />

P − Oi<br />

O<br />

N<br />

i<br />

∑<br />

N i= 1 Pi<br />

+<br />

i<br />

1<br />

i=<br />

N<br />

∑<br />

N i=<br />

1<br />

i<br />

P − O<br />

i<br />

O<br />

i<br />

i<br />

Root Mean Square (RMS) Error<br />

1 N<br />

∑( P i<br />

− O i<br />

)<br />

N<br />

i=<br />

1<br />

2<br />

Note, however, that the intersite correlations between the SO 2 measurements<br />

themselves are also low, as shown in Table 9-14. For example, the coefficient of<br />

determination between the K-Bar and San Vicente observed SO 2 time series is r 2 = 0.18, and<br />

between K-Bar and Persimmon Gap it is only 0.01, even though these sites are within<br />

relatively close proximity. (K-Bar is approximately 40 km south of Persimmon Gap and 30<br />

km north of San Vicente.) Also, the average and peak SO 2 concentrations recorded during<br />

the four-month field study were considerably higher at Persimmon Gap than at the other two<br />

sites. This lack of correlation between the SO 2 time series at the different Big Bend<br />

monitoring sites may be due to plumes from local sources (i.e., Carbón I/II) that are affected<br />

by the complex terrain in the area of the park. For example, the San Vicente monitor lies in a<br />

valley floor near the Rio Grande, and is 400 to 500 m lower than the K-Bar and Persimmon<br />

Gap monitors; San Vicente may be impacted by plumes traveling up the river valley that do<br />

not reach the higher-elevation sites. In any case, the low correlations between measured<br />

concentrations in the same or contiguous 36-km cells needs to be taken into account when<br />

evaluating model performance for SO 2 .<br />

9-41

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