Journal of Textiles

Research Article

Prediction of Color Properties of Cellulase-Treated 100% Cotton Denim Fabric

ANN statistical data for color-ks prediction.


Network number	N1	N2	N3	N4	N5	N6	N7	N8	N9

MSE for different sets
Train error	0.2926	0.0174	0.2721	0.9069	0.0351	0.0001	0.0001	0.0001	0.0001
Validate error	21.394	18.295	8.945	12.862	4.991	0.011	0.003	0.011	0.005
Test error	14.059	7.058	11.220	16.309	5.785	0.007	0.004	0.019	0.016
For total data
MAE	1.1736	1.1202	1.1968	1.5670	0.7956	0.0309	0.0235	0.0383	0.0332
MSE	7.1800	5.0185	4.1479	6.3110	2.1497	0.0037	0.0015	0.0060	0.0043
RMSE	2.6796	2.2402	2.0366	2.5122	1.4662	0.0610	0.0381	0.0776	0.0653
Minimum error	0.0017	0.0010	0.0043	0.0110	0.0009	0.0001	0.0002		0.0001
Maximum error	22.295	10.227	10.001	12.494	7.508	0.322	0.162	0.503	0.431
Relative error distribution
0-1%	155	153	157	152	160	162	162	162	162
1%–5%	7	9	5	10	2	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 7 gives the best performance in the ANN models related to color-ks prediction with the smallest MSE of 0.0015.