Mesh-based Physical Simulation on Airfoil (test)
26.8RMSE-1MS-GNN-GRID
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MS-GNN-GRIDTraining time/step [ms]=25.26, Infer time/step [ms]=20.40, Speedup (vs numerical solver)=540x, Training cost [hrs]=176.82, Final epoch=422022.10 | 26.8 | 1,220 | 5,560 | |
| BSMS-GNNTraining time/step [ms]=18.82, Infer time/step [ms]=8.64, Speedup (vs numerical solver)=1275x, Training cost [hrs]=122.33, Final epoch=392022.10 | 28.8 | 1,100 | 4,210 | |
| GRAPHUNETSTraining time/step [ms]=55.08, Infer time/step [ms]=33.60, Speedup (vs numerical solver)=328x, Training cost [hrs]=206.55, Final epoch=372022.10 | 29.3 | 1,170 | 6,110 | |
| MESHGRAPHNETSTraining time/step [ms]=36.72, Infer time/step [ms]=24.20, Speedup (vs numerical solver)=455x, Training cost [hrs]=275.40, Final epoch=452022.10 | 43.5 | 1,660 | 6,950 |