Table 7.
Determination accuracies of Cr, and Ni concentrations based on spectral bands associated with SOM and Vis–NIR.
Dataset | Statistical Method | Elements | Calibration (n = 27) | Validation (n = 10) | ||
---|---|---|---|---|---|---|
RMSEC | RC2 | RMSEV | RV2 | |||
Vis–NIR | PLSR | Cr | 0.46 | 0.99 | 1.56 | 0.66 |
Ni | 0.38 | 0.97 | 1.28 | 0.55 | ||
PCR | Cr | 3.75 | 0.12 | 2.06 | 0.42 | |
Ni | 1.76 | 0.35 | 1.99 | 0.33 | ||
SVMR | Cr | 3.81 | 0.68 | 4.27 | 0.38 | |
Ni | 2.27 | 0.61 | 2.52 | 0.17 | ||
SOM | PLSR | Cr | 0.67 | 0.97 | 1.69 | 0.61 |
Ni | 0.33 | 0.98 | 1.44 | 0.43 | ||
PCR | Cr | 3.88 | 0.06 | 2.57 | 0.09 | |
Ni | 2.34 | 0.05 | 1.42 | 0.45 | ||
SVMR | Cr | 3.85 | 0.53 | 4.22 | 0.36 | |
Ni | 2.31 | 0.59 | 2.52 | 0.25 |