Table 2. Calibration and cross-validation values in accordance with spectra preprocessing using the partial least squares regression (PLSR) model
Pretreatment1) | Calibration (n=470) | Full cross-validation (n=470) | Total | Prediction (n=200) |
Slope | Offsetc | RMSEC2) | R2c | Slope | Offsetcv | RMSECV | R2cv | R2 |
Raw | 0.9147 | 0.2558 | 0.4129 | 0.9147 | 0.9134 | 0.2598 | 0.4192 | 0.9124 | 0.9136 | 80.5% |
Normalisation | 0.9140 | 0.2579 | 0.4146 | 0.9140 | 0.9130 | 0.2616 | 0.4207 | 0.9119 | 0.9130 | 75.5% |
Smoothing | 0.9142 | 0.2573 | 0.4142 | 0.9142 | 0.9129 | 0.2612 | 0.4202 | 0.9120 | 0.9131 | 81.0% |
MSC | 0.8839 | 0.3483 | 0.4819 | 0.8839 | 0.8826 | 0.3520 | 0.4862 | 0.8823 | 0.8831 | 69.5% |
SNV | 0.8845 | 0.3464 | 0.4805 | 0.8845 | 0.8833 | 0.3502 | 0.4848 | 0.8830 | 0.8838 | 70.0% |
SG-1 | 0.9208 | 0.2375 | 0.3979 | 0.9208 | 0.9186 | 0.2438 | 0.3068 | 0.9176 | 0.9192 | 76.0% |
SG-2 | 0.9082 | 0.2751 | 0.4283 | 0.9083 | 0.9043 | 0.2869 | 0.4386 | 0.9041 | 0.9062 | 72.0% |
SNV, standard normal variate; MSC, multiple scatter correction; SG-1, Savitzky-Golay-1; SG-2, Savizky-Goloy-2.
RMSEC, root mean square error of calibration; RMSECV, root mean square error of cross-validation; R2c, the coefficient of determination in calibration; R2cv, the coefficient of determination in cross-validation;
The average value of R2c and R2cv.