Figure 4. Algorithm flowchart of the UAHIS. τm is the material-specific threshold, and u is the prediction uncertainty obtained from Monte Carlo Dropout. UAHIS: Uncertainty-Aware Hybrid Intelligent System; AE-PINN: attention-enhanced physics-informed neural network.