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.

CasesOptimizerLearning rateEpochs

Case (a)Adam0.00130
Case (b)Adam0.00530
Case (c)Adam0.0130
Case (d)Adam0.001100
Case (e)Adam0.005100
Case (f)Adam0.01100
Case (g)SGD0.00130
Case (h)SGD0.00530
Case (i)SGD0.0130
Case (j)SGD0.001100
Case (k)SGD0.005100
Case (L)SGD0.01100

Stochastic gradient descent.