Table 3.
Feature | Model | No. of Wavelengths | Calibration | Validation | ||
---|---|---|---|---|---|---|
|
|
|||||
RMSEc | R2 | RMSEc | R2 | |||
spectral reflectance | LR | 1 | 0.665 | 0.20 | 0.527 | 0.57 |
MLR | 3 | 0.510 | 0.53 | 0.380 | 0.77 | |
MLR | 7 | 0.408 | 0.70 | 0.348 | 0.80 | |
PLSR | 520 | 0.364 | 0.76 | 0.364 | 0.78 | |
SVR | 3 | 0.464 | 0.61 | 0.405 | 0.74 | |
SVR | 7 | 0.403 | 0.71 | 0.405 | 0.72 | |
SVR | 520 | 0.399 | 0.74 | 0.412 | 0.71 | |
| ||||||
derivative spectral reflectance | LR | 1 | 0.581 | 0.39 | 0.424 | 0.72 |
MLR | 3 | 0.477 | 0.59 | 0.413 | 0.76 | |
MLR | 7 | 0.365 | 0.76 | 0.378 | 0.78 | |
PLSR | 520 | 0.489 | 0.57 | 0.406 | 0.72 | |
SVR | 3 | 0.344 | 0.79 | 0.463 | 0.73 | |
SVR | 7 | 0.380 | 0.75 | 0.411 | 0.77 | |
SVR | 520 | 0.381 | 0.76 | 0.431 | 0.71 |