Research Article
Application of Artificial Intelligence for the Estimation of Concrete and Reinforcement Consumption in the Construction of Integral Bridges
Table 5
Artificial neural network models for estimating concrete consumption (StandardScaler).
| | Model name | Model characteristics | Activation function of hidden layers | Activation function of an output layer | MAPE training set (%) | MAPE test set (%) |
| | NMB1 | MLP 6-12-1 | ReLu | Identity | 7.68 | 8.56 | | NMB2 | MLP 6-4-1 | Tanh | Identity | 10.7 | 11.51 | | NMB5 | MLP 6-7-1 | ReLu | Identity | 8.01 | 9.95 |
|
|
