The use of extreme learning machines (ELM) algorithms to prediction strength for cotton ring spun yarn

Fashion and Textiles

International Journal of Interdisciplinary Research

Table 3 Performance of ELM strength prediction model

No. of neurons	(mse)_tr	Time (s)	No. of neurons	(mse)_tr	Time (s)	No. of neurons	(mse)_tr	Time (s)
2	0.102144	0.0156	16	0.004507	0.0210	30	0.002025	0.0267
3	0.094864	0.0159	17	0.003640	0.0215	31	0.001849	0.0273
4	0.066444	0.0160	18	0.003088	0.0217	32	0.001806	0.0275
5	0.053161	0.0163	19	0.002770	0.0221	33	0.001764	0.0278
6	0.038704	0.0167	20	0.002601	0.0228	34	0.001722	0.0283
7	0.032556	0.0171	21	0.002450	0.0231	35	0.001681	0.0285
8	0.029447	0.0178	22	0.002401	0.0237	36	0.001560	0.0290
9	0.019386	0.0183	23	0.002352	0.0239	37	0.001444	0.0296
10	0.014851	0.0189	24	0.002304	0.0240	38	0.001225	0.0297
11	0.010053	0.0192	25	0.002256	0.0246	39	0.001089	0.0303
12	0.008711	0.0196	26	0.002209	0.0251	40	0.001018	0.0305
13	0.007299	0.0199	27	0.002162	0.0255	41	0.000949	0.0311
14	0.006724	0.0201	28	0.002116	0.0261
15	0.005242	0.0208	29	0.002070	0.0263