Steady flow and RANS field prediction on Bluff bodies
2MAECNN surrogate
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CNN surrogateMethodology=U-Net on Cartesian grid; predicts steady U, p, Advantage (+)=Fast; simple., Limitation (-)=Structured grid only; no unstructured mesh2026.05 | 2 | — | 10 | |
| DA-GNNMethodology=GNN + FreeFEM++ adjoint; RANS residual constraint, Advantage (+)=Physics-consistent; sparse data., Limitation (-)=Requires adjoint solver; steady flows only2026.05 | — | 5 | — |