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International Journal of Interdisciplinary Research

Table 3 Performance of ELM strength prediction model

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

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