Table 4. NO2 2019 model performance statistics.
The Prophet model forecasted 2019 values on an hourly basis, which was compared to actual values over a 5 day, 15 day, 1 month, and 1 year period. Units for MSE, RMSE, and MAE are ppm. The MAE was on average 0.0128 ppm away from the actual value after 5 days and as the time increased away from the known values, the error decreased and then increased.
Time | MSE | RMSE | MAE | Coverage |
---|---|---|---|---|
5 Days | 2.64 × 10−4 | 1.63 × 10−2 | 1.28 × 10−2 | 79.0% |
15 Days | 2.57 × 10−4 | 1.60 × 10−2 | 1.27 × 10−2 | 79.5% |
1 Month | 2.53 × 10−4 | 1.59 × 10−2 | 1.26 × 10−2 | 79.7% |
6 Months | 2.54 × 10−4 | 1.59 × 10−2 | 1.26 × 10−2 | 78.7% |
1 Year | 2.64 × 10−4 | 1.62 × 10−2 | 1.29 × 10−2 | 77.7% |