Table 10.
October 2019, CO, NO2, PM10, LR, ANN, RF.
| Pollutant, Algorithm (Input Features) | RMSE | |||
|---|---|---|---|---|
| Calibration | Test | Calibration | Test | |
| CO, LR (raw) | 0.946 | 0.068 | ||
| CO, ANN (raw, RH, T) | 0.969 | 0.968 | 0.052 | 0.062 |
| CO, RF (raw, RH, T) | 0.991 | 0.949 | 0.028 | 0.067 |
| NO2, LR (raw) | 0.828 | 13.761 | ||
| NO2, ANN (raw, RH, T) | 0.893 | 0.875 | 10.880 | 11.820 |
| NO2, RF (raw, RH, T) | 0.988 | 0.914 | 3.698 | 9.786 |
| PM10, LR (raw) | 0.786 | 16.492 | ||
| PM10, ANN (raw, RH, T) | 0.910 | 0.819 | 4.550 | 9.570 |
| PM10, RF (raw, RH, T) | 0.977 | 0.824 | 5.623 | 8.940 |