Table 4.
Determination accuracies of Ni concentrations based on Vis–NIR spectral bands.
Preprocessing | PLSR | PCR | SVMR | |||
---|---|---|---|---|---|---|
RMSE | R2 | RMSE | R2 | RMSE | R2 | |
SG + CR | 1.82 | 0.34 | 1.81 | 0.35 | 1.53 | 0.61 |
SG + CR + NOR | 1.71 | 0.42 | 1.78 | 0.37 | 1.69 | 0.49 |
SG + CR + MSC | 1.82 | 0.34 | 2.24 | 0.008 | 1.53 | 0.61 |
SG + CR + SNV | 1.82 | 0.34 | 2.02 | 0.2 | 1.53 | 0.61 |
SG + CR + FD | 0.27 | 0.99 | 1.88 | 0.3 | 1.39 | 0.7 |
SG + CR + NOR + FD | 0.21 | 0.99 | 1.89 | 0.29 | 1.46 | 0.65 |
SG + CR + MSC + FD | 1.29 | 0.67 | 1.86 | 0.32 | 1.28 | 0.75 |
SG + CR + SNV + FD | 0.4 | 0.97 | 1.87 | 0.31 | 2.27 | 0.8 |
SG + CR + SD | 0.25 | 0.99 | 1.82 | 0.34 | 1.17 | 0.8 |
SG + CR + NOR + SD | 1.59 | 0.5 | 1.82 | 0.34 | 1.31 | 0.74 |
SG + CR + MSC + SD | 0.19 | 0.99 | 1.78 | 0.37 | 1.12 | 0.8 |
SG + CR + SNV + SD | 0.07 | 0.99 | 1.87 | 0.31 | 1.14 | 0.83 |
SG + CR + LOG | 1.82 | 0.34 | 1.81 | 0.35 | 1.54 | 0.61 |
SG + CR + NOR + LOG | 1.98 | 0.22 | 2.23 | 0.01 | 1.64 | 0.56 |
SG + CR + MSC + LOG | 1.82 | 0.34 | 2 | 0.2 | 1.53 | 0.61 |
SG + CR + SNV + LOG | 1.48 | 0.57 | 2.24 | 0.006 | 1.47 | 0.76 |