Table 3.
Spectral Range | Sample Presentation | SFA | MUFA | PUFA | IV | Test Set Samples | Data Prep. Method | MVA Method | Ref. | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
(nm) | R2cv | SEP | R2cv | SEP | R2cv | SEP | R2cv | SEP | |||||
1100–2000 | Loin (I) | 0.81 | 1.76 | 0.94 | 1.29 | 0.74 | 1.25 | - | - | No test set | MSC, DT, SNV | MPLSR | [56] |
1100–2000 | Sub. Fat (I) | 0.96 | 1.10 | 0.98 | 1.50 | 0.95 | 0.60 | - | - | No test set | MSC, DT, SNV | MPLSR | [58] |
1100–2500 | Sub. Fat (H) | 0.92 | 0.82 | 0.89 | 1.12 | 0.90 | 0.52 | - | - | No test set | MSC, SNV, DT, 1D, 2D | MPLSR | [61] |
900–2500 | Sub. Fat (H) | 0.81 | 1.70 | 0.94 | 1.20 | 0.73 | 1.60 | - | - | Test set | EMSC, 1D, 2D | PLSR | [62] |
400–2500 | Sub. Fat (H) | 0.95 | 0.49 | 0.94 | 0.65 | - | - | 0.97 | 1.22 | Test set | MSC, SNV, DT | MPLSR | [65] |
400–2500 | Sub. Fat (I) | 0.86 | 1.37 | 0.82 | 1.23 | 0.86 | 1.08 | 0.87 | 1.80 | No test set | MSC, SNV, DT, 1D, 2D | PLSR | [67] |
Sub. Fat (I) | 0.79 | 1.38 | 0.77 | 1.20 | 0.82 | 0.85 | 0.82 | 1.67 | Test set | SMO, DT | iPLSR | [60] | |
1042–2380 | Sub. Fat (H) | 0.98 | 0.90 | 0.88 | 1.60 | 0.96 | 4.70 | 0.98 | 0.80 | Test set | 1D, NOR, MSC | PLSR | [68] |
Sub. Fat (I) | - | - | - | - | - | - | 0.83 | 1.44 | Test set | EMSC | iPLSR | [59] | |
2500–20,000 | Sub. Fat (H) | 0.99 | 0.35 | 0.99 | 0.43 | 0.99 | 0.4 | 0.99 | 0.66 | No test set | MSC, 1D, NOR | PLSR | [70] |
Mean | 0.90 | 1.10 | 0.91 | 1.14 | 0.87 | 1.38 | 0.91 | 1.27 | |||||
STD | 0.08 | 0.45 | 0.07 | 0.335 | 0.09 | 1.24 | 0.07 | 0.39 |