Fig. 6: Loss curves of BiLSTM models predicting Δa and Φcrit.

Mean squared error (MSE) loss for both training and validation datasets plotted as a function of training epochs for the BiLSTM models predicting a crack extension (Δa) and b kink angle (Φcrit).