Research Article
Modelling and Output Power Estimation of a Combined Gas Plant and a Combined Cycle Plant Using an Artificial Neural Network Approach
Table 4
Hidden layers’ size impact of the LM training algorithm.
| Hidden layers | Training performance | Validation performance | Training regression | Validation regression | Test regression | Stopping criterion | Iteration | Best epoch |
| 10 | 15.785 | 16.917 | 0.972 | 0.970 | 0.971 | Validation stops | 38 | 34 | 20 | 15.695 | 16.922 | 0.973 | 0.969 | 0.973 | Validation stops | 44 | 38 | 50 | 14.122 | 14.615 | 0.975 | 0.974 | 0.972 | Validation stops | 108 | 102 | 100 | 13.162 | 16.362 | 0.977 | 0.972 | 0.970 | Validation stops | 34 | 28 | 200 | 11.773 | 16.958 | 0.972 | 0.969 | 0.974 | Validation stops | 27 | 21 | 500 | 10.286 | 13.226 | 0.966 | 0.964 | 0.964 | Validation stops | 227 | 221 |
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