Mesh-based Physical Simulation on Cylinder (test)
0.204RMSE-1BSMS-GNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BSMS-GNNTraining time/step [ms]=10.14, Infer time/step [ms]=6.75, Speedup (vs numerical solver)=121x, Training cost [hrs]=21.41, Final epoch=192022.10 | 0.204 | 2.42 | 8.37 | |
| MS-GNN-GRIDTraining time/step [ms]=15.36, Infer time/step [ms]=6.18, Speedup (vs numerical solver)=133x, Training cost [hrs]=35.84, Final epoch=212022.10 | 0.22 | 2.74 | 8.49 | |
| MESHGRAPHNETSTraining time/step [ms]=19.29, Infer time/step [ms]=14.50, Speedup (vs numerical solver)=57x, Training cost [hrs]=64.30, Final epoch=302022.10 | 0.226 | 4.39 | 10.7 | |
| GRAPHUNETSTraining time/step [ms]=16.20, Infer time/step [ms]=24.30, Speedup (vs numerical solver)=34x, Training cost [hrs]=76.15, Final epoch=392022.10 | 0.809 | 18.7 | 165 |