Table 15.
Sample | Investigated Parameter | Concentration Range | Chemometrics Data | Ref. | ||
---|---|---|---|---|---|---|
Regression | R2 | Root Mean Square Error | ||||
Strawberry | Soluble solid concentration—SSC, % | 4.8–9.9 | SGS, 1st der., LOCAL PLS | 0.83 | 0.70 | [375] |
6.1–11.0 | SVM | 0.69–0.85 | 0.98–1.21 | [376] | ||
5.09–7.37 | 1st der., PLS | 0.52 | 0.7926 | [377] | ||
3.0–9.5 | SNV, PLS | 0.96 | 0.291 | [379] | ||
reflectance | 7.50–13.70 | SGS, SNV, PLS | 0.773 | 0.633 | [380] | |
transmittance | 7.50–13.30 | SGS, MSC, PLS | 0.906 | 0.467 | ||
Titratable acidity, % | 0.68–0.96 | 1st der., PLS | 0.3647 | 0.1140 | [377] | |
0.387–0.887 | SNV, PLS | 0.91 | 0.032 | [379] | ||
Firmness, N | 236–826 | SGS, 1st der., LOCAL PLS | 0.54 | 0.11 | [375] | |
external | 0.75–1.53 | 1st der., PLS | 0.282 | 0.3325 | [377] | |
internal | 0.20–0.44 | 0.1688 | 0.1075 | |||
reflectance transmittance |
0.97–3.86 | SGS, PLS | 0.78 0.81 |
0.43 | [378] | |
Moisture, % | 87.7–92.7 | SVM | 0.64–0.77 | 0.89–1.34 | [376] | |
Brittleness, N | 0.81–3.40 | SGS, PLS | 0.77 0.78 |
0.33 0.33 |
[378] | |
Total anthocyanin content, mg/kg | 803–2355 | SNV, PLS | 0.9 | 132.3 | [379] | |
Chroma colour | 33.98–49.11 | SNV, PLS | 0.93 | 0.819 | ||
Lightness | 28.25–54.03 | SNV, PLS | 0.92 | 1.71 | ||
Classification | intact, two varieties | LOCAL, PLS-DA | correct class. rate57%, 78% | [383] | ||
storage shelf-life | CARS-PLS-DA (0.05; 0.1; 0.15 m/s) | 95.1; 97.4; 93.3% | [384] | |||
Raspberry | Soluble solid concentration—SSC, % | 7.1–16.0 | PLS | 0.77 | 0.76 | [386] |
Anthocyanin, mg/L | 16.0–184.0 | SNV, PLS | 0.77 | 12.57 | ||
Blueberry | Soluble solid concentration—SSC, % | 8.80–16.90 | SGS, MSC, PLS | 0.744–0.974 | 0.383–3.032 | [387] |
three cultivars | 9.0–16.90 | PLS | [388] | |||
global cultivar | 0.874–0.935 | 0.483–0.639 | ||||
global season | 0.83–0.951 | 0.442–0.494 | ||||
global variation | 0.861–0.950 | 0.48–0.634 | ||||
PE packed | 6.9–17.8 | BP-PLS | 0.947 | 0.414 | [389] | |
SNV, UVE-CARS-IRIV, PLS | 0.758 | 0.883 | ||||
Classification | four cultivars | SVM | accuracy: 100, 93.3, 95.6, 100% | [387] | ||
Hardness | soft-hard | random | accuracy 78% | [393] | ||
Total phenol concentration, mg/100 g | 39.6–272.8 | PLS | 0.98 | 6.9 | [391] | |
Total flavonoid concentration, mg catechin/g | 41.2–269.1 | PLS | 0.97 | 6.7 | ||
Total antioxidant activity, mmol Trolox/g | 22.6–124.8 | PLS | 0.98 | 2.9 | ||
Berry fruit | Total phenol concentration, mg/100 g | 39.4–479.5 | PLS | 0.98 | 35.48 | [390] |
Antioxidant activity, DPPH mmol/100 g | 1.7–10.1 | PLS | 0.99 | 2.2 | ||
Kiwifruit | Soluble solid concentration—SSC, % | 13.18–15.68 | SNV, PLS | 0.93 | 0.259 | [394] |
4.00–19.70 | PLS | 0.94 | 0.97 | [396] | ||
pH | 3.45–4.13 | SNV, PLS | 0.94 | 0.076 | [394] | |
Firmness (flesh), N | 0.12–10.87 | PLS | 0.866 | 9.41 | [396] | |
Flesh hue, °H | 94.96–115.60 | PLS | 0.843 | 1.82 | ||
Dry matter—DM, % | 13.526–18.757 | GA-siPLS | 0.9020 | 0.5315 | [395] | |
13.62–21.77 | PLS | 0.854 | 0.64 | [396] | ||
Maturity estimation | DM, SSC, TA, Firmness | SNV, MSC, VN, SGS, 2nd der. PLS, LDA, SVMR, LSSVM, MLR, PCR |
0.73–0.98 | n.i. | [319] | |
Grape | Soluble solid concentration—SSC, % | 13.8–23.6 | 2nd der., PLS | [398] | ||
EPO + GLSW corr. for temperature interference | 0.90–0.91 | 0.96–0.98 | ||||
EPO correction for sun | 0.98 | 0.50 | ||||
Maturity estimation | Phenolic comp, TA, pH, colour, BrimA | SGS, SNV, MSC, DT, 1st der., 2nd der., PLS, MPLS, MLR, LS-SVM | 0.6–0.982 | n.i. | [319] |