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 5

Performance of different topologies for predicting the mass irregularity and breaking strength of cotton/waste rotor-spun yarns.

Topology	Breaking strength (cN/tex)		Mass irregularity
	MSE (test data)	MSE (train data)	MSE (test data)	MSE (train data)
6-6-1	0.254	0.196	0.706	0.576
6-8-1	0.191	0.164	0.649	0.537
6-10-1	0.238	0.153	0.573	0.483
6-12-1	0.241	0.141	0.596	0.446
6-6-6-1	0.251	0.164	0.597	0.517
6-8-6-1	0.151	0.146	0.567	0.476
6-8-8-1	0.140	0.138	0.538	0.430
6-10-8-1	0.188	0.123	0.458	0.412
6-12-12-1	0.183	0.134	0.660	0.377