Research Article
Prediction of Color Properties of Cellulase-Treated 100% Cotton Denim Fabric
Table 6
ANN statistical data for color-a prediction.
| Network number | N1 | N2 | N3 | N4 | N5 | N6 | N7 | N8 | N9 |
| MSE for different sets | | | | | | | | | | Train error | | | | | | | | | | Validate error | | | | | | | | | | Test error | | | | | | | | | | For total data | | | | | | | | | | MAE | | | | | | | | | | MSE | | | | | | | | 2.8E − 09 | | RMSE |
0.0001
| | | | | | | | | Minimum error | | | | | | | | | | Maximum error | 0.0004 | 0.0006 | 0.0004 | 0.0005 | 0.0004 | 0.0002 | 0.0002 | 0.0002 | 0.0002 | Relative error distribution | | | | | | | | | | 0-1% | 162 | 162 | 162 | 162 | 162 | 162 | 162 | 162 | 162 | 1%–5% | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5%–10% | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10%–50% | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | >50% | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
|
|
Network number 8 gives the best performance in the ANN models related to color-a prediction with the smallest MSE of .
|