Jian-Liang Liu

Early-Stage Degradation of Composite Materials Based on PPR Cohesive Force Constrained PINN

Predicting the progressive early-stage degradation of composite laminates, which are characterized by complex interactions between intralaminar matrix cracking and interlaminar delamination, remains significant challenges in computational mechanics. Traditional mesh-based methods suffer from severe mesh dependency, com...