Research Article
Prediction of Color Properties of Cellulase-Treated 100% Cotton Denim Fabric
Table 9
ANN statistical data for color-h prediction.
| Network number | N1 | N2 | N3 | N4 | N5 | N6 | N7 | N8 | N9 |
| MSE for different sets | | | | | | | | | | Train error | | | | | | | | | | Validate error | 0.0037 | 0.0030 | 0.0032 | 0.0013 | 0.0030 | | 0.0001 | 0.0001 | | Test error | 0.0036 | 0.0018 | 0.0013 | 0.0042 | 0.0023 | | | | | For total data | | | | | | | | | | MAE | 0.0263 | 0.0185 | 0.0151 | 0.0181 | 0.0224 | 0.0028 | 0.0033 | 0.0033 | 0.0033 | MSE | 0.0016 | 0.0010 | 0.0009 | 0.0011 | 0.0012 | 1.9E − 05 | | | | RMSE | 0.0402 | 0.0315 | 0.0300 | 0.0337 | 0.0341 | 0.0044 | 0.0058 | 0.0058 | 0.0058 | Minimum error | |
0.0002
| | | 0.0002 | | | | | Maximum error | 0.1859 | 0.1570 | 0.1982 | 0.2245 | 0.1437 | 0.0265 | 0.0279 | 0.0302 | 0.0316 | 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 |
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Network number 6 gives the best performance in the ANN models related to color-h prediction with the smallest MSE of .
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