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.

AnalyteModelRMSECVRMSEP

Analyte 1PLSR0.93420.55340.93100.5591
SVR0.94200.51190.97930.3062
1DCNN0.96920.32830.97880.3100

Analyte 2PLSR0.88051.07220.91050.9423
SVR0.90050.97400.95160.6927
1DCNN0.97550.53320.96320.6042

Analyte 3PLSR0.87690.08940.89800.0804
SVR0.90910.07380.94960.0565
1DCNN0.96330.06160.97120.0427