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. 2019 Oct 30;10:1380. doi: 10.3389/fpls.2019.01380

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