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Steady flow and RANS field prediction on Bluff bodies

2MAECNN surrogate
1.91.9522.05May 19, 2026

Evaluation results

MethodLinks
CNN surrogateMethodology=U-Net on Cartesian grid; predicts steady U, p, Advantage (+)=Fast; simple., Limitation (-)=Structured grid only; no unstructured mesh2026.052—10
DA-GNNMethodology=GNN + FreeFEM++ adjoint; RANS residual constraint, Advantage (+)=Physics-consistent; sparse data., Limitation (-)=Requires adjoint solver; steady flows only2026.05—5—