Research Article
Natural Jute Fibre-Reinforced Polymer Composite System for Posttensioned Beam Strengthening in Flexure
Table 4
Determination coefficient R2 for different learning algorithms to predict deflection for Scheme A.
| Number of hidden layers | Neurons in hidden layer | Coefficient of determination R2 | Training data | Validating data | Testing data | All data |
| 1 | 8 | 0.99987 | 0.99978 | 0.99964 | 0.99976 | 1 | 10 | 0.99989 | 0.99981 | 0.99968 | 0.99980 | 1 | 20 | 0.99992 | 0.99983 | 0.99972 | 0.99982 | 1 | 25 | 0.99995 | 0.99985 | 0.99974 | 0.99984 | 1 | 30 | 0.99999 | 0.99989 | 0.99978 | 0.99987 | 1 | 40 | 0.99997 | 0.99984 | 0.99975 | 0.99983 |
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The bold values indicate the optimum value.
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