Table 4.
Sample | Investigated Parameter | Concentration Range | Chemometrics Data | References | |||
---|---|---|---|---|---|---|---|
Pre-Treatment, Regression | R2 | Root Mean Square Error | |||||
Sausages | control samples vs. treated | dry fermented | 2nd der., SNV, OPLS-DA | Classification rate: 100% | [117] | ||
0 vs. 0.5 vs. 1 vs. 2 vs. 3 | |||||||
0 kGy | Classification rate: 46.7%, | ||||||
0.5 kGy | Classification rate: 41.7% | ||||||
1 kGy | Classification rate: 100% | ||||||
2 kGy | Classification rate: 91.7% | ||||||
3 kGy | Classification rate: 100% | ||||||
Intact, % | SNV, DT, MSC, MPLS | [142] | |||||
Fat | 15.3–43.2 | 0.98 | 1.47 | ||||
Moisture | 29.5–41.9 | 0.93 | 0.97 | ||||
Protein | 20.1–36.1 | 0.97 | 1.08 | ||||
Homogenized, % | |||||||
Fat | 15.3–43.2 | 0.99 | 0.71 | ||||
Moisture | 29.5–41.9 | 0.98 | 0.41 | ||||
Protein | 21.1–36.1 | 0.97 | 0.95 | ||||
Minced, % | [143] | ||||||
Fat | 8–31.7 | PCR | 0.97 | 1.38 | |||
Moisture | 50.2–68.4 | 0.98 | 1.01 | ||||
Protein | 13.6–20.5 | 0.93 | 0.83 | ||||
Homogenized, % | |||||||
Fat | 8–31.7 | MSC, SNV, DT, MPLS | 0.99 | 0.94 | |||
Moisture | 50.2–68.4 | 0.98 | 0.77 | ||||
Protein | 13.6–20.5 | 0.93 | 0.87 | ||||
Cured pork sausage, cured beef Hydroxyproline, % |
0.13–0.74 | SNV-D, MSC, 1st der., MPLS | 0.80 | 0.05 | [115] | ||
On-contact probe | [116] | ||||||
Moisture, % | 16.98–65.82 | 1st der., MSC, PLS | 0.997 | 0.675 | |||
aw | 0.765–0.982 | 1st der., VN, PLS | 0.988 | 0.006 | |||
NaCl, % | 1.13–3.80 | 1st der., VN, PLS | 0.974 | 0.117 | |||
Remote probe | |||||||
Moisture, % | 16.98–65.82 | 1st der., MSC, PLS | 0.998 | 0.622 | |||
aw | 0.765–0.982 | 1st der., MSC, PLS | 0.985 | 0.007 | |||
NaCl, % | 1.13–3.80 | 1st der., MSC, PLS | 0.974 | 0.116 | |||
Sausages | Emulsion-type | Moisture, % | 41.19–69.98 | MSC, PLS | 0.99 | 0.86 | [119] |
Fat, % | 9.08–45.39 | 0.99 | 1.27 | ||||
Protein, % | 10.30–18.30 | 0.99 | 0.36 | ||||
Residual nitrite, ppm | 0.00–74.32 | 0.92 | 12.02 | ||||
Remote Q410/A | Moisture, % | 16.77–66.14 | min-max norm., PLS | 0.990 | 1.56 | [116] | |
aw | 0.754–0.982 | VN, PLS | 0.984 | 0.01 | |||
NaCl, % | 1.07–3.86 | SLS, PLS | 0.910 | 0.22 | |||
On-contact IN 268-2 | |||||||
Moisture, % | 16.77–66.14 | 1st der., VN, PLS | 0.983 | 1.86 | |||
aw | 0.754–0.982 | 1st der., VN, PLS | 0.948 | 0.01 | |||
NaCl, % | 1.07–3.86 | 1st der., SLS, PLS | 0.804 | 0.33 | |||
Dry-cured | [144] | ||||||
C12:0 | 0.06–0.10 | SNV, DT, 2nd der., MPLS | 0.03 | 0.01 | |||
C14:0 | 1.22 1.78 | SNV, DT, 1st der., MPLS | 0.63 | 0.07 | |||
C16:0 | 22.83–28.00 | SNV, DT, 1st der., MPLS | 0.84 | 0.58 | |||
C16:1 | 2.25–3.71 | SNV, DT, 2nd der., MPLS | 0.41 | 0.26 | |||
C17:0 | 0.13–0.35 | SNV, DT, 2nd der., MPLS | 0.04 | 0.04 | |||
C17:1 | 0.15–0.33 | SNV, DT, 1st der., MPLS | 0.03 | 0.04 | |||
C18:0 | 10.57–14.83 | SNV, DT, 2nd der., MPLS | 0.78 | 0.55 | |||
C18:1 | 42.97–52.59 | SNV, DT, 2nd der., MPLS | 0.58 | 1.51 | |||
C18:2 | 4.54–10.34 | SNV, DT, 2nd der., MPLS | 0.56 | 0.86 | |||
C18:3 | 0.37–1.14 | SNV, DT, 2nd der., MPLS | 0.56 | 0.16 | |||
C20:0 | 0.16–0.28 | SNV, DT, 2nd der., MPLS | 0.02 | 0.02 | |||
C20:1 | 0.39–1.09 | SNV, DT, 1st der., MPLS | 0.07 | 0.17 | |||
SFA | 35.65–44.79 | SNV, DT, 2nd der., MPLS | 0.86 | 0.98 | |||
MUFA | 46.85–56.82 | SNV, DT, 2nd der., MPLS | 0.53 | 1.47 | |||
PUFA | 4.92–11.23 | SNV, DT, 2nd der., MPLS | 0.61 | 0.88 | |||
Ham | Remote | Moisture, % | 19.92–66.11 | normalization, PLS | 0.929 | 3.51 | [121] |
aw | 0.823–0.929 | RS, PLS | 0.618 | 0.01 | |||
NaCl, % | 0.67–14.02 | VN, 1st der., PLS | 0.910 | 1.13 | |||
On-contact | |||||||
Moisture, % | 19.92–66.11 | normalization, PLS | 0.899 | 4.17 | |||
aw | 0.823–0.929 | VN, PLS | 0.451 | 0.02 | |||
NaCl, % | 0.67–14.02 | normalization, PLS | 0.861 | 1.40 |