Table 21.
Methods | Equipment | Sample Preparation | Destructive | Wavelength (nm) | Model Equation | AI-Based Processing | Accuracy | Ref No. | |
---|---|---|---|---|---|---|---|---|---|
Mineral Oil | Visual Examination | ✓ | ✕ | ✕ | NA | NA | NA | NA | [23] |
Visual Comparator | ✓ | ✕ | ✕ | NA | ✕ | NA | NA | [25] | |
✓ | ✕ | ✕ | NA | ✕ | NA | NA | [45] | ||
UV-Vis Spectroscopy | ✓ | ✕ | ✕ | 400–700 | ✓ | ✕ | RMSE = 0.6274 | [62] | |
✓ | ✕ | ✕ | 400–700 | ✓ | ✕ | R2 = 0.99971 | [67] | ||
✓ | ✓ | ✕ | 300–800 | ✓ | ✕ | RMSEP = 0.18, 0.23 | [68] | ||
✓ | ✓ | ✕ | 300–700 | ✓ | ✕ | NA | [74] | ||
✓ | ✕ | ✕ | 590, 840 | ✓ | ✕ | R2 = 0.9974 | [72] | ||
Image Analysis | ✓ | ✕ | ✕ | NA | ✕ | ✕ | NA | [100] | |
Olive Oil | UV-Vis Spectroscopy | ✓ | ✕ | ✕ | 300–800 | ✕ | ✕ | NA | [77] |
✓ | ✓ | ✕ | 380–770 | ✕ | ✕ | NA | [75] | ||
✓ | ✕ | ✕ | 380–770 | ✓ | ✕ | color diff. = 3.6 | [79] | ||
✓ | ✕ | ✕ | 430–480 and 660–670 | ✓ | ✕ | R2 = 0.881–0.992 | [76] | ||
Image Analysis | ✓ | ✓ | ✓ | NA | ✕ | ✕ | AAE = 3% | [113] | |
Palm Oil | Visual Colorimeter | ✓ | ✕ | ✓ | NA | ✕ | ✓ | MSE = 7.0348 × 10−5 | [53] |
UV-Vis Spectroscopy | ✓ | ✓ | ✓ | RGB | ✓ | ✕ | R2 = 0.9236 | [80] | |
✓ | ✓ | ✓ | 380–780 | ✕ | ✕ | NA | [84] | ||
Image Analysis | ✓ | ✓ | ✓ | NA | ✕ | ✓ | MSE = 0.0011 | [81] | |
Nut Oil | Automatic Colorimeter | ✓ | ✓ | ✕ | NA | ✕ | ✕ | NA | [62] |
✓ | ✓ | ✕ | NA | ✕ | ✕ | NA | [63] | ||
✓ | ✓ | ✕ | NA | ✕ | ✕ | NA | [64] | ||
UV-Vis Spectroscopy | ✓ | ✓ | ✕ | 400–700 | ✓ | ✕ | R2 = 0.8717, 0.854 | [21] | |
✓ | ✓ | ✕ | 400–700 Abs–460, 550, 620, 670 |
✓ | ✕ | R2 = 0.8717 @ 20 °C, R2 = 0.854 @ 40 °C |
[87] | ||
✓ | ✓ | ✕ | 400–700 | ✕ | ✕ | NA | [86] | ||
Maple Syrup | UV-Vis Spectroscopy | ✓ | ✓ | ✕ | Abs = 560 | ✕ | ✕ | NA | [94] |
✓ | ✓ | ✕ | Abs = 560 | ✕ | ✕ | NA | [20] | ||
✓ | ✓ | ✕ | Abs = 560 | ✕ | ✕ | NA | [95] | ||
Fluorescence Spectroscopy | ✓ | ✓ | ✓ | 230–370 | ✓ | ✕ | R2 = 0.91 and 0.88 | [101] | |
✓ | ✓ | ✕ | Abs = 560 | ✕ | ✕ | NA | [104] | ||
Honey | Automatic Colorimeter | ✓ | ✕ | ✕ | NA | ✕ | ✕ | NA | [22] |
UV-Vis Spectroscopy | ✓ | ✓ | ✕ | 380–780 | ✕ | ✕ | NA | [93] | |
✓ | ✓ | ✕ | 450–720 | ✕ | ✕ | NA | [91] | ||
✓ | ✓ | ✕ | ABS = 450, 635, 720 | ✕ | ✕ | NA | [90] | ||
Image Analysis | ✓ | ✕ | ✕ | NA | ✕ | ✓ | NA | [106] | |
✓ | ✓ | ✕ | NA | ✕ | ✓ | Accuracy ≥ 90% | [108] | ||
✓ | ✕ | ✕ | NA | ✓ | ✓ | R2 = 0.97 | [36] | ||
Beer | UV-Vis Spectroscopy | ✓ | ✕ | ✕ | 450–800, | ✕ | ✕ | NA | [97] |
900–1200 | |||||||||
✓ | ✓ | ✕ | 380–780 Abs = 430 |
✕ | ✕ | NA | [99] | ||
✓ | ✓ | ✕ | 430 | ✓ | ✕ | R2Vlow = 0.9677, R2VHigh = 0.9963 |
[98] | ||
Image Analysis | ✓ | ✕ | ✕ | NA | ✓ | ✕ | NA | [112] | |
✓ | ✕ | ✕ | NA | ✓ | ✓ | 100% | [111] |
NA = not applicable. ✕ = not needed or not applied, ✓ = needed or applicable.