Table 1. PM2.5 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 µg/m3. The MAE was on average 12.6 µg/m 3 away from the actual value after 5 days and as the time increased away from the known values, the error increased.
| Time | MSE | RMSE | MAE | Coverage |
|---|---|---|---|---|
| 5 Days | 3.96 × 102 | 1.99 × 101 | 1.26 × 101 | 85.3% |
| 15 Days | 3.92 × 102 | 1.98 × 101 | 1.27 × 101 | 84.4% |
| 1 Month | 4.09 × 102 | 2.02 × 101 | 1.29 × 101 | 83.9% |
| 6 Months | 5.57 × 102 | 2.35 × 101 | 1.51 × 101 | 81.0% |
| 1 Year | 6.73 × 102 | 2.58 × 101 | 1.68 × 101 | 79.5% |