Research Article
Quantitative Identification of Adulterated Sichuan Pepper Powder by Near-Infrared Spectroscopy Coupled with Chemometrics
Table 2
Results of PLS calibration models with different mathematical pretreatments on spectra.
| Components | Mathematical pretreatment | Number of principal components | PLS | Calibration set () | Prediction set () | | SEC/% | | SEP/% | RPD |
| Sichuan pepper powder | No processing | 10 | 0.961 | 3.29 | 0.929 | 4.38 | 3.75 | SNV | 10 | 0.984 | 2.10 | 0.970 | 2.87 | 5.73 | MSC | 10 | 0.984 | 2.12 | 0.971 | 2.81 | 5.84 | Maximum/minimum normalized | 10 | 0.974 | 2.67 | 0.962 | 3.21 | 5.12 | First derivative + SNV | 9 | 0.969 | 2.90 | 0.967 | 2.99 | 5.51 | Second derivative + MSC | 9 | 0.969 | 2.92 | 0.936 | 4.15 | 3.98 |
| Wheat bran | No processing | 10 | 0.965 | 2.64 | 0.846 | 5.29 | 2.55 | SNV | 10 | 0.977 | 2.11 | 0.912 | 3.99 | 3.38 | MSC | 9 | 0.977 | 2.13 | 0.909 | 4.24 | 3.18 | Maximum/minimum normalized | 10 | 0.973 | 2.32 | 0.899 | 4.27 | 3.16 | First derivative + SNV | 10 | 0.974 | 2.27 | 0.969 | 2.38 | 5.66 | Second derivative + MSC | 10 | 0.959 | 2.84 | 0.900 | 4.26 | 3.16 |
| Rice bran | No processing | 10 | 0.897 | 4.44 | 0.860 | 5.21 | 2.68 | SNV | 10 | 0.945 | 3.25 | 0.937 | 3.49 | 4.00 | MSC | 10 | 0.944 | 3.29 | 0.948 | 3.19 | 4.38 | Maximum/minimum normalized | 10 | 0.928 | 3.71 | 0.940 | 3.41 | 4.09 | First derivative + SNV | 10 | 0.928 | 3.71 | 0.940 | 3.41 | 4.09 | Second derivative + MSC | 9 | 0.897 | 4.44 | 0.797 | 6.27 | 2.23 |
| Corn flour | No processing | 10 | 0.979 | 2.05 | 0.916 | 3.89 | 3.46 | SNV | 10 | 0.986 | 1.66 | 0.944 | 3.18 | 4.23 | MSC | 9 | 0.987 | 1.59 | 0.946 | 3.13 | 4.29 | Maximum/minimum normalized | 9 | 0.984 | 1.75 | 0.930 | 3.54 | 3.80 | First derivative + SNV | 10 | 0.982 | 1.89 | 0.967 | 2.46 | 5.47 | Second derivative + MSC | 10 | 0.969 | 2.46 | 0.922 | 3.76 | 3.58 |
| Rosin powder | No processing | 10 | 0.984 | 1.75 | 0.989 | 1.45 | 9.69 | SNV | 10 | 0.996 | 0.83 | 0.994 | 1.10 | 12.8 | MSC | 10 | 0.996 | 0.87 | 0.995 | 1.03 | 13.7 | Maximum/minimum normalized | 9 | 0.991 | 1.28 | 0.989 | 1.50 | 9.38 | First derivative + SNV | 7 | 0.993 | 1.13 | 0.992 | 1.24 | 11.4 | Second derivative + MSC | 6 | 0.993 | 1.20 | 0.989 | 1.49 | 9.41 |
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