Table 8.
Investigated Parameter | Concentration Range | Chemometrics Data | Ref. | |||
---|---|---|---|---|---|---|
Pre-Treatment, Regression | R2 | Root Mean Square Error | ||||
Moisture, % | 93.35–95.82 | 2nd der., PLS | 0.74 | 0.25 | [255] | |
Soluble solids content—SSC; °Brix | 3.45–5.53 | 2nd der., PLS | 0.64 | 0.22 | ||
Protein | 12.9–32.5 | MSC + 1st der., PLS | 0.988 | 0.76 | [258] | |
Ascorbic acid, mg/g | 3.8–10.8 | 2nd der., PLS | 0.38 | 1.3 | [256] | |
29–68 | MSC, PLS | 0.95 | 3.19 | [255] | ||
Weight loss rate | 0.5–18 | SNV, PLS | 0.96 | 1.432 | [256] | |
Surface colour—L*, mg/100 g | 64–74 | MSC, SVR | 0.82 | 2.013 | ||
Firmness | 13–26 | autoscale, SVR | 0.60 | 2.453 | ||
Freshness | A; weight loss rate < 30%, L* > 71 | SVC | Accuracy A; 93.3% | [256] | ||
B; 30% ≤ weight loss rate < 50%, 68 < L* ≤ 71 | B; 86.6% | |||||
C; weight loss rate ≥ 51%, L* ≤ 68 | C; 86.6% | |||||
mean 73,777 °C·min | SWSR, PLSR | 0.753 | 22,651 | [257] | ||
Classification | Three species | SGS, PLS-DA | SEN 100%, SPEC 95.7%, AC 93.6% | [233] | ||
SGS, iPLS-DA | SEN 100%, SPEC 97%, AC 94.9% | |||||
N content; g/kg | 15.4–48.4 | SMLR | 0.726–0.846 | 3.71–4.4 | [259] | |
PLS | 3.84–4.31 | |||||
TAC; mg/g | 3.04–7.41 | 1st der., MSC, MC, PLS | 0.85 | 0.47 | [260] | |
TPC; GAEq/g | 3.87–6.97 | 1st der., MSC, MC, PLS | 0.78 | 0.41 | ||
mg GAE/L | 101.32–595.72 | PLS-OPS, PLS-GA |
0.99 | 10.74 | [261] | |
Antioxidant capacity | ||||||
μmol trolox/g | ORAC | 434.11–1741.18 | 1st der., MSC, MC, PLS | 0.87 | 116.34 | [260] |
μmol trolox/g | TEAC | 3.79–6.46 | 0.85 | 0.29 | ||
μm trolox/100 g | DPPH | 91.01–209.85 | 0.80 | 11.47 | ||
μmol trolox/mL | DPPH | 0.85–4.79 | PLS-OPS, | 0.99 | 0.22 | [261] |
μmol trolox/mL | ABTS | 0.70–5.75 | PLS-GA | 0.99 | 0.12 | |
Cyanidin; μg/g | 93.5–12,802.4 | DT + 1st der., PLS | 0.941 | 684.969 | [262] | |
0.02–217.56 | RS, PLS | 0.56 | 60.37 | [268] | ||
Malvidin; μg/g | 0.07–11.82 | RS, PLS | 0.91 | 1.04 | ||
Pellargonidin; μg/g | 0.02–0.25 | RS, PLS | 0.74 | 0.03 | ||
Glycosinolates (total); | 7.46–46.50 μg/cm2 | Exp(Ref), SMLR | 0.39 | 8.067 | [264] | |
Total aliphatic glucosinolates | 0–220.94 μmol/g | n.i. | 0.9 | 15.11 | [265] | |
Total indolic glucosinolates, μmol/g | 0–30.83 | n.i. | 0.97 | 2.35 | ||
Glucoraphanin, μg/cm2 | 1.22–16.02 | Ref2; 1/Ref, SMLR | 0.946 | 1.12 | [264] | |
4-methoxyglucobrassicin, μg/cm2 | 1.63–7.57 | ; Exp(Ref), SMLR | 0.892 | 0.646 | ||
μmol/g | 0–23.58 | SNV-DT, MPLS | 0.96 | 1.82 | [265] | |
μmol/g | 0.02–2.58 | SNV-DT, SMLR | 0.84 | 0.24 | [268] | |
Neoglucobrassicin, μg/cm2 | 0.28–4.96 | 1/R; Exp(R), SMLR | 0.893 | 0.386 | [264] | |
μmol/g | 0.03–1.56 | Ln(Ref), SMLR | 0.87 | 0.11 | [268] | |
Sinigrin, μmol/g | 0.03–1.56 | Ln(Ref), SMLR | 0.86 | 1.32 | ||
μmol/g | 0–132.44 | SNV-DT, MPLS | 0.99 | 6.39 | [265] | |
Gluconapin, μmol/g | 0.13–1.69 | /Exp(Ref)/1/Ref /Ln(Ref), SMLR | 0.89 | 0.12 | [268] | |
μmol/g | 0–171.47 | SNV-DT, MPLS | 0.95 | 9.06 | [265] | |
Glucobrassicin, μmol/g | 0.05–16.77 | 1/Ref or Ln(Ref), SMLR | 0.92 | 0.88 | [268] | |
Glucoalyssin, μmol/g | 0–2.87 | SNV-DT, MPLS | 0.92 | 0.34 | [265] | |
Glucoiberin, μmol/g | 0–13.18 | SNV-DT, MPLS | 0.98 | 2.4 | ||
Pesticide residues; mg/kg | ||||||
Profenofos in Chinese kale, | 0.60–106.28 | SNV + 1st der., PLS | 0.97 | 5.25 | [266] | |
Profenofos in cabbage | 0.53–105.36 | 1st der., PLS | 0.88 | 11.00 | ||
Avermectin | 0.25–2.0 | RS, RC; LV-SVM | AC 98.33%; PRE 98.46% | [267] | ||
Dichlorvos | 0.25–2.0 | RS, PLS-DA | AC 98.33%; PRE 95.26% | |||
Chlorothalonil | 0.25–2.0 | RS, CARS, PLS-DA | AC 93.33%; PRE 93.57% | |||
Chlorpyrifos | 0.011–2.184 | MN, PLS-DA, | AC 100%; PRE 99% | [269] | ||
RS or MN/SNV-DT/MSC, SVM, | AC 100%; PRE 100% | |||||
RS, PC-ANN | AC 100%; PRE 100% | |||||
Bacterial contamination | ||||||
for thestomacher solution, og CFU/g | 2.85–7.08 | PLS | 0.95 | 0.46 | [270] | |
for the washing solution, og CFU/g | PLS | 0.92 | 0.44 |