Table 3.
PLS Score | Glucose | Fructose | Fructose + Glucose | |||||||
---|---|---|---|---|---|---|---|---|---|---|
PDTE | PDTP | PDTC | PDTE | PDTP | PDTC | PDTE | PDTP | PDTC | ||
Spectra | CAL | 420 | 405 | 405 | 402 | 402 | 405 | 405 | 405 | 408 |
VAL | 105 | 102 | 99 | 99 | 105 | 99 | 102 | 105 | 99 | |
Averaged spectra | CAL | 140 (140) 1 | 135 (140) | 135 (140) | 134 (140) | 134 (140) | 135 (140) | 135 (140) | 135 (140) | 136 (140) |
VAL | 35 (35) | 34 (35) | 33 (35) | 33 (35) | 35 (35) | 33 (35) | 34 (35) | 35 (35) | 33 (35) | |
WL (cm−1) | 9403.8–7498.4; 6102.1–5446.3 |
9403.8–7498.4; 5774.2–5446.3 |
9403.8–7498.4 | 8451.1–7498.4; 5774.2–5446.3 |
9403.8–7498.4 | 9403.8–7498.4 | 9403.8–7498.4; 6102.1–5446.3 |
9403.8–7498.4 | 9403.8–7498.4 | |
LV | 7 | 6 | 7 | 8 | 6 | 6 | 7 | 6 | 6 | |
R2 | CAL | 0.56 | 0.71 | 0.82 | 0.72 | 0.71 | 0.77 | 0.68 | 0.69 | 0.76 |
VAL | 0.70 | 0.82 | 0.79 | 0.84 | 0.82 | 0.85 | 0.77 | 0.84 | 0.80 | |
RMSE (%) | CAL | 0.108 | 0.076 | 0.061 | 0.065 | 0.071 | 0.061 | 0.149 | 0.151 | 0.129 |
VAL | 0.084 | 0.059 | 0.066 | 0.050 | 0.050 | 0.049 | 0.120 | 0.097 | 0.113 | |
RPD | CAL | 1.51 | 1.87 | 2.35 | 1.9 | 1.87 | 2.08 | 1.75 | 1.8 | 2.05 |
VAL | 1.89 | 2.34 | 2.25 | 2.5 | 2.43 | 2.59 | 2.07 | 2.86 | 2.23 | |
Data Preprocessing | SNV | SNV | LOS | MMN | None | LOS | MMN | None | LOS | |
Sugar values (% FW) | CAL | 0–0.709 | 0–0.596 | 0–0.613 | 0–0.417 | 0–0.539 | 0–0.564 | 0–0.969 | 0–1.135 | 0–1.178 |
VAL | 0–0.494 | 0–0.476 | 0–0.493 | 0–0.39 | 0–0.39 | 0–0.39 | 0–0.779 | 0–0.779 | 0–0.779 |
1 number of averaged spectra (tubers) 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: Standard Normal Variate; LOS: Linear offset subtraction; MMN: Min–Max Normalization.