Table 2.
PLS models of FA, UFA, OA, LA with different method.
Compound | Pretreatment method | R2cal | RMSEC | R2cv | RMSEP |
---|---|---|---|---|---|
FA | Original | 0.867 | 0.0118 | 0.762 | 0.0162 |
SNV | 0.861 | 0.0121 | 0.762 | 0.0158 | |
MSC | 0.906 | 0.0099 | 0.763 | 0.0156 | |
D1 | 0.913 | 0.0095 | 0.770 | 0.0156 | |
D2 | 0.853 | 0.0124 | 0.681 | 0.0184 | |
D1 + SNV | 0.913 | 0.0096 | 0.780 | 0.0154 | |
D1 + MSC | 0.906 | 0.0099 | 0.763 | 0.0155 | |
UFA | Original | 0.857 | 0.0095 | 0.735 | 0.0131 |
SNV | 0.833 | 0.0102 | 0.709 | 0.0135 | |
MSC | 0.830 | 0.0103 | 0.735 | 0.0131 | |
D1 | 0.907 | 0.0076 | 0.737 | 0.0129 | |
D2 | 0.843 | 0.0099 | 0.626 | 0.0155 | |
D1 + SNV | 0.892 | 0.0082 | 0.729 | 0.0134 | |
D1 + MSC | 0.905 | 0.0077 | 0.724 | 0.0132 | |
OA | Original | 0.594 | 0.0138 | 0.328 | 0.0179 |
SNV | 0.570 | 0.0142 | 0.302 | 0.0182 | |
MSC | 0.576 | 0.0141 | 0.355 | 0.0176 | |
D1 | 0.376 | 0.0172 | 0.249 | 0.0192 | |
D2 | 0.623 | 0.0133 | 0.207 | 0.0193 | |
D1 + SNV | 0.517 | 0.0151 | 0.265 | 0.0188 | |
D1 + MSC | 0.558 | 0.0144 | 0.353 | 0.0179 | |
LA | Original | 0.393 | 0.0122 | 0.226 | 0.0140 |
SNV | 0.378 | 0.0124 | 0.222 | 0.0136 | |
MSC | 0.372 | 0.0125 | 0.226 | 0.0139 | |
D1 | 0.301 | 0.0131 | 0.169 | 0.0147 | |
D2 | 0.183 | 0.0142 | 0.130 | 0.0149 | |
D1 + SNV | 0.406 | 0.0210 | 0.209 | 0.0140 | |
D1 + MSC | 0.213 | 0.0139 | 0.129 | 0.0148 |
FA: Fatty acids.
UFA: Unsaturated fatty acids.
OA: Oleic acid.
LA: Linoleic acid.
PLS: Partial least squares.
SNV: Standard normal variate.
MSC: Multiplicative scatter correction.
D1: First derivative (Savitzky-Golay).
D2: Second derivative (Savitzky-Golay).
R2cal: Coefficients of determination for calibration.
RMSEC: Root mean square error of calibration.
R2cv: Coefficient of determination for cross-validation.
RMSEP: Root mean square error of prediction.