Research Article
Flexural Strength Prediction of Welded Flange Plate Connections Based on Slenderness Ratios of Beam Elements Using ANN
Table 2
Performance statistics for strength’s predicted model.
| Number of nodes in the hidden layer | Transfer function | Performance measures | MSE | MAE | Err% | R |
| One | Logsig | 0.0033 | 0.0469 | 5.4 | 0.916 | Tansig | 0.0032 | 0.0460 | 5.3 | 0.917 | Two | Logsig | 0.0018 | 0.0334 | 3.7 | 0.970 | Tansig | 0.0011 | 0.0264 | 3.1 | 0.969 | Three | Logsig | 0.0010 | 0.0248 | 2.9 | 0.984 | Tansig | 0.0010 | 0.0230 | 2.8 | 0.984 |
|
|