Research Article
Prediction of Color Properties of Cellulase-Treated 100% Cotton Denim Fabric
Table 7
ANN statistical data for color-b prediction.
| Network number | N1 | N2 | N3 | N4 | N5 | N6 | N7 | N8 | N9 |
| MSE for different sets | | | | | | | | | | Train error | | | | | | | | | | Validate error | 0.0005 | 0.0004 | 0.0005 | 0.0003 | 0.0005 | | | | | Test error | 0.0008 | 0.0006 | 0.0007 | 0.0006 | 0.0005 | | | | | For total data | | | | | | | | | | MAE | 0.0111 | 0.0098 | 0.0088 | 0.0090 | 0.0089 | 0.0006 | 0.0004 | 0.0006 | 0.0005 | MSE | 0.0003 | 0.0002 | 0.0002 | 0.0002 | 0.0002 | | 6.2E − 07 | | | RMSE | 0.0168 | 0.0151 | 0.0153 | 0.0142 | 0.0142 | 0.0012 | 0.0008 | 0.0012 | 0.0011 | Minimum error | | | | | 0.0001 | | | | | Maximum error | 0.0607 | 0.0677 | 0.0696 | 0.0701 | 0.0586 | 0.0059 | 0.0045 | 0.0060 | 0.0080 | Relative error distribution | | | | | | | | | | 0-1% | 152 | 157 | 152 | 157 | 155 | 162 | 162 | 162 | 162 | 1%–5% | 10 | 5 | 10 | 5 | 7 | 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 |
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Network number 7 gives the best performance in the ANN models related to color-b prediction with the smallest MSE of .
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