Research Article

Development of a Neural Network Simulator for Studying the Constitutive Behavior of Structural Composite Materials

Table 1

Optimized forward and inverse ANN training conditions for the case of 7 material parameters and 70 strains (fiber and composite strains).

EpochsTraining dataNetwork architectureLearning rateMomentum rateNormalization method for strain data

10,0004,0007-80-80-70 (Forward)
70-80-80-1 (Inverse)
0.40.62-group (Forward)
Individual (Inverse)