Table 7.
Predictive performances for the wavelength refined models. Cal = calibration. Val = validation. Results are shown for the two different approaches used for variable selection: using the top 30% of wavelengths based on the regression coefficients from the full-spectra models and using wavelengths previously determined to be associated with nitrogen and water.
Water wavelength selection models | Nitrogen wavelength selection models | ||||||
---|---|---|---|---|---|---|---|
PLSR | Cal | Val | PLSR | Cal | Val | ||
Regression Coefficients | R2 | 0.81 | 0.69 | Regression Coefficients | R2 | 0.74 | 0.66 |
RMSE | 2.05 | 2.53 | RMSE | 0.32 | 0.41 | ||
RPD | 2.31 | 1.78 | RPD | 1.89 | 1.66 | ||
Known Absorption Features | R2 | 0.71 | 0.64 | Known Absorption Features | R2 | 0.54 | 0.52 |
RMSE | 2.57 | 2.74 | RMSE | 0.42 | 0.47 | ||
RPD | 1.85 | 1.76 | RPD | 1.45 | 1.39 |