Composite-Net, an auto-regressive composite U-Net surrogate, predicts the full stress and damage field evolution in a 2D carbon fiber composite under uniaxial strain, with under 20 MPa stress RMSE on all tested cases and a claimed 60x speed-up over IGFEM.
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Predicting Stress and Damage in Carbon Fiber-Reinforced Composites Deformation Process using Composite U-Net Surrogate Model
Composite-Net, an auto-regressive composite U-Net surrogate, predicts the full stress and damage field evolution in a 2D carbon fiber composite under uniaxial strain, with under 20 MPa stress RMSE on all tested cases and a claimed 60x speed-up over IGFEM.