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. 2024 Oct 31;13(21):3501. doi: 10.3390/foods13213501

Table 15.

Overview of NIR Results for Soft Fruits.

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]