Research Article
Component Prediction of Antai Pills Based on One-Dimensional Convolutional Neural Network and Near-Infrared Spectroscopy
Table 3
Comparison of evaluation indices of the 1DCNN model, PLSR model, and SVR model with spectra with outliers.
| Analyte | Model | | RMSECV | | RMSEP |
| Analyte 1 | PLSR | 0.9342 | 0.5534 | 0.9310 | 0.5591 | SVR | 0.9420 | 0.5119 | 0.9793 | 0.3062 | 1DCNN | 0.9692 | 0.3283 | 0.9788 | 0.3100 |
| Analyte 2 | PLSR | 0.8805 | 1.0722 | 0.9105 | 0.9423 | SVR | 0.9005 | 0.9740 | 0.9516 | 0.6927 | 1DCNN | 0.9755 | 0.5332 | 0.9632 | 0.6042 |
| Analyte 3 | PLSR | 0.8769 | 0.0894 | 0.8980 | 0.0804 | SVR | 0.9091 | 0.0738 | 0.9496 | 0.0565 | 1DCNN | 0.9633 | 0.0616 | 0.9712 | 0.0427 |
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