Research Article
Component Prediction of Antai Pills Based on One-Dimensional Convolutional Neural Network and Near-Infrared Spectroscopy
Table 2
Comparison of evaluation indices of the 1DCNN model, PLSR model, and SVR model with normal spectra.
| Analyte | Model | | RMSECV | | RMSEP |
| Analyte 1 | PLSR | 0.9340 | 0.5568 | 0.9491 | 0.5088 | SVR | 0.9520 | 0.4816 | 0.9667 | 0.4117 | 1DCNN | 0.9683 | 0.3397 | 0.9845 | 0.2807 |
| Analyte 2 | PLSR | 0.9027 | 1.0077 | 0.8924 | 1.0346 | SVR | 0.9137 | 0.9209 | 0.9421 | 0.7591 | 1DCNN | 0.9780 | 0.4950 | 0.9489 | 0.7129 |
| Analyte3 | PLSR | 0.8834 | 0.0883 | 0.9056 | 0.0758 | SVR | 0.9240 | 0.0707 | 0.8703 | 0.0888 | 1DCNN | 0.9659 | 0.0469 | 0.9663 | 0.0453 |
|
|