Table 9.
August 2019, CO, NO2, PM10, LR, ANN, RF.
| Pollutant, Algorithm (Input Features) | RMSE | |||
|---|---|---|---|---|
| Calibration | Test | Calibration | Test | |
| CO, LR (raw) | 0.861 | 0.048 | ||
| CO, ANN (raw, RH, T) | 0.894 | 0.885 | 0.039 | 0.047 |
| CO, RF (raw, RH, T) | 0.978 | 0.927 | 0.019 | 0.033 |
| NO2, LR (raw) | 0.671 | 11.286 | ||
| NO2, ANN (raw, RH, T) | 0.940 | 0.767 | 4.590 | 10.130 |
| NO2, RF (raw, RH, T) | 0.961 | 0.817 | 3.620 | 9.460 |
| PM10, LR (raw) | 0.664 | 8.740 | ||
| PM10, ANN (raw, RH, T) | 0.813 | 0.678 | 6.985 | 8.664 |
| PM10, RF (raw, RH, T) | 0.967 | 0.731 | 2.882 | 7.935 |