Journal of Textiles

Research Article

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

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

Network number 7 gives the best performance in the ANN models related to color-b prediction with the smallest MSE of .