Table 7.
February 2019, CO, NO2, PM10, LR, ANN, RF.
| Pollutant, Algorithm (Input Features) | RMSE | |||
|---|---|---|---|---|
| Calibration | Test | Calibration | Test | |
| CO, LR (raw) | 0.933 | 0.053 | ||
| CO, ANN (raw, RH, T) | 0.980 | 0.968 | 0.031 | 0.038 |
| CO, RF (raw, RH, T) | 0.993 | 0.934 | 0.017 | 0.052 |
| NO2, LR (raw) | 0.784 | 8.940 | ||
| NO2, ANN (raw, RH, T) | 0.857 | 0.832 | 7.986 | 8.625 |
| NO2, RF (raw, RH, T) | 0.985 | 0.904 | 2.360 | 5.976 |
| PM10, LR (raw) | 0.716 | 12.012 | ||
| PM10, ANN (raw, RH, T) | 0.780 | 0.737 | 11.567 | 12.549 |
| PM10, RF (raw, RH, T) | 0.962 | 0.767 | 4.436 | 10.221 |