Modelling and Predicting the Breaking Strength and Mass Irregularity of Cotton Rotor-Spun Yarns Containing Cotton Fiber Recovered from Ginning Process by Using Artificial Neural Network Algorithm

Table 4

Effect of learning rate on performance of ANN model to predict the irregularity and breaking strength (momentum rate was kept constant at 0.7).

Learning rate	Breaking strength (cN/tex)		Mass irregularity (CV𝑚%)
	MSE (test data)	MSE (train data)	MSE (test data)	MSE (train data)
0.05	0.223	0.143	0.830	0.682
0.15	0.213	0.136	0.764	0.510
0.30	0.245	0.113	0.654	0.498
0.45	0.238	0.103	0.538	0.429
0.60	0.248	0.100	0.576	0.476
0.75	0.262	0.095	0.606	0.450
0.90	0.236	0.086	0.757	0.475