Research Article
Rolling Force Prediction of Hot Rolling Based on GA-MELM
Table 2
The prediction error of MELM models with fixed network structure.
| The number of hidden layers | The number of hidden nodes | 10 | 11 | 12 | 13 | 14 | 15 |
| 3 | 360.24 | 325.78 | 276.04 | 369.20 | 330.46 | 433.33 | 4 | 368.18 | 299.67 | 288.20 | 349.05 | 320.38 | 314.27 | 5 | 250.65 | 291.97 | 288.29 | 292.69 | 335.23 | 282.39 | 6 | 406.11 | 353.54 | 420.48 | 318.03 | 261.71 | 362.73 | 7 | 370.04 | 295.40 | 351.66 | 380.54 | 478.04 | 481.86 | 8 | 357.71 | 266.36 | 374.05 | 550.01 | 2156.40 | 1116.80 | 9 | 390.99 | 458.34 | 587.47 | 1116.80 | 1116.80 | 1116.80 | 10 | 307.03 | 562.14 | 1116.80 | 1116.80 | 1116.80 | 1116.80 |
|
|