Research Article
Transfer Learning for CNN-Based Damage Detection in Civil Structures with Insufficient Data
Table 1
The cases considered in the sensitivity analysis to find optimal network parameters.
| Cases | Optimizer | Learning rate | Epochs |
| Case (a) | Adam | 0.001 | 30 | Case (b) | Adam | 0.005 | 30 | Case (c) | Adam | 0.01 | 30 | Case (d) | Adam | 0.001 | 100 | Case (e) | Adam | 0.005 | 100 | Case (f) | Adam | 0.01 | 100 | Case (g) | SGD | 0.001 | 30 | Case (h) | SGD | 0.005 | 30 | Case (i) | SGD | 0.01 | 30 | Case (j) | SGD | 0.001 | 100 | Case (k) | SGD | 0.005 | 100 | Case (L) | SGD | 0.01 | 100 |
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Stochastic gradient descent. |