Research Article
Prediction of Mechanical Properties of Aluminium Alloy Strip Using the Extreme Learning Machine Model Optimized by the Gray Wolf Algorithm
Table 4
Comparison of different activation functions.
| Name | MSE | MAPE | Train set | Test set | All | Train set | Test set | All |
| Sigmoid | 316.72 | 594.99 | 401.68 | 8.02 | 10.45 | 8.76 | tanh | 498.75 | 1052.36 | 667.79 | 10.25 | 14.29 | 11.49 | Linear | 196.76 | 2544.63 | 913.65 | 7.55 | 13.10 | 9.25 | rbf_l1 | 18150.11 | 22051.90 | 19341.50 | 49.48 | 52.97 | 50.54 | rbf_l2 | 405.53 | 901.78 | 557.06 | 9.38 | 11.79 | 10.12 |
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