<ul><li>A new surrogate model, Composite U-Net, is proposed to predict stress and damage in carbon fiber-reinforced composites (CFRC) during deformation.</li><li>Traditional FEM simulations struggle with computational efficiency, but existing data-driven surrogate models are limited in capturing the entire deformation history.</li><li>The Composite U-Net model accurately predicts stress and damage fields in CFRC while offering a significant speed-up compared to advanced FEM techniques.</li><li>The proposed model leverages the U-Net architecture to capture spatial features and integrate macro- and micro-scale phenomena.</li></ul>

Predicting Stress and Damage in Carbon Fiber-Reinforced Composites Deformation Process using Composite U-Net Surrogate Model

Discover more