Table 5.
PLS Score | Glucose | Fructose | Fructose + Glucose | |||||||
---|---|---|---|---|---|---|---|---|---|---|
PDTE | PDTP | PDTC | PDTE | PDTP | PDTC | PDTE | PDTP | PDTC | ||
Spectra | CAL | 396 | 393 | 408 | 408 | 411 | 411 | 414 | 411 | 393 |
VAL | 96 | 105 | 102 | 99 | 105 | 102 | 102 | 105 | 96 | |
Averaged spectra | CAL | 132 (140) 1 | 131 (140) | 136 (140) | 136 (140) | 137 (140) | 137 (140) | 138 (140) | 137 (140) | 131 (140) |
VAL | 32 (35) | 35 (35) | 34 (35) | 33 (35) | 35 (35) | 34 (35) | 34 (35) | 35 (35) | 32 (35) | |
WL (cm−1) | 7502.2–6098.2 | 9403.8–7498.4 | 9403.8–7498.4; 6102.1–5446.3 |
9403.8–6098.2 | 9403.8–7498.4; 4601.6–4246.8 |
9403.8–7498.4; 6102.1–5446.3 |
9403.8–7498.4 | 6102.1–5446.3 | 9403.8–7498.4; 6102.1–5446.3 |
|
LV | 6 | 5 | 6 | 9 | 14 | 6 | 5 | 5 | 7 | |
R2 | CAL | 0.55 | 0.57 | 0.61 | 0.57 | 0.64 | 0.59 | 0.45 | 0.38 | 0.64 |
VAL | 0.57 | 0.52 | 0.61 | 0.67 | 0.70 | 0.63 | 0.50 | 0.63 | 0.58 | |
RMSE (%) | CAL | 0.015 | 0.018 | 0.018 | 0.020 | 0.019 | 0.018 | 0.045 | 0.047 | 0.028 |
VAL | 0.016 | 0.014 | 0.018 | 0.016 | 0.017 | 0.018 | 0.044 | 0.036 | 0.026 | |
RPD | CAL | 1.49 | 1.52 | 1.6 | 1.74 | 1.68 | 1.56 | 1.35 | 1.27 | 1.66 |
VAL | 1.56 | 1.47 | 1.62 | 1.52 | 1.83 | 1.66 | 1.43 | 1.64 | 1.61 | |
Data Preprocessing | D1 + SNV | LOS | SLS | MMN | D1 | SNV | SNV | None | LOS | |
Sugar values (% FW) | CAL | 0–0.103 | 0–0.131 | 0–0.131 | 0–0.138 | 0–0.147 | 0–0.138 | 0–0.300 | 0–0.279 | 0–0.202 |
VAL | 0–0.102 | 0–0.077 | 0–0.117 | 0–0.122 | 0–0.122 | 0–0.122 | 0–0.239 | 0–0.239 | 0–0.144 |
1 number of averaged spectra or potatoes before elimination of outlayers. CAL: calibration, VAL: validation; spectra: number of spectra or potato samples; LV: the number of latent variables; R2: determination coefficient; RMSE: root mean square error; RPD: ratio performance to deviation; SNV: Vector normalization; LOS: Linear offset subtraction; MMN: Min–Max Normalization; D1: first derivative; SLS: Straight line subtraction.