Table 6.
Results of the PLSR models of the heavy metal content prediction using the Landsat OLI 8 data and given different preprocessing methods.
| Heavy Metal | Treatment | Calibration Set (54 samples) |
Validation Set (18 samples) |
RPIQ (test-set cal) | VL | ||||
|---|---|---|---|---|---|---|---|---|---|
| R2cv | RMSECV | RPD | R2 | RMSEval | RPD | ||||
| Pb (mg/kg) | Reflectance | 0.19 | 8095.7 | 0.63 | 0.24 | 6675.81 | 1.18 | 0.84 | 4 |
| SNV | 0.26 | 8655.18 | 0.67 | 0.13 | 7139.68 | 1.11 | 0.9 | 2 | |
| MSC | 0.32 | 8328.9 | 0.74 | 0.13 | 7141.94 | 1.11 | 1.07 | 1 | |
| Zn (mg/kg) | Reflectance | 0.11 | 19995.28 | 0.57 | 0.65 | 12419.56 | 1.75 | 0.67 | 4 |
| SNV | 0.22 | 20808.19 | 0.66 | 0.53 | 14403.66 | 1.51 | 0.66 | 2 | |
| MSC | 0.24 | 20679.58 | 0.66 | 0.5 | 14909.09 | 1.46 | 0.66 | 2 | |
| Cd (ppm) | Reflectance | 0.09 | 160.47 | 0.52 | 0.15 | 126.28 | 1.11 | 0.7 | 3 |
| SNV | 0.13 | 163.57 | 0.52 | 0.08 | 131.44 | 1.07 | 0.54 | 2 | |
| MSC | 0.14 | 165.31 | 0.51 | 0.09 | 130.53 | 1.08 | 0.53 | 2 | |