Mesh-based Physical Simulation on Plate (test)
0.0198RMSE-1MESHGRAPHNETS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MESHGRAPHNETSTraining time/step [ms]=49.15, Infer time/step [ms]=15.70, Speedup (vs numerical solver)=184x, Training cost [hrs]=176.94, Final epoch=272022.10 | 0.0198 | 0.0288 | 0.151 | |
| GRAPHUNETSTraining time/step [ms]=31.88, Infer time/step [ms]=16.20, Speedup (vs numerical solver)=179x, Training cost [hrs]=127.50, Final epoch=302022.10 | 0.0203 | 0.0519 | 0.546 | |
| MS-GNN-GRIDTraining time/step [ms]=49.65, Infer time/step [ms]=18.12, Speedup (vs numerical solver)=160x, Training cost [hrs]=125.78, Final epoch=192022.10 | 0.022 | 0.0278 | 0.148 | |
| BSMS-GNNTraining time/step [ms]=15.58, Infer time/step [ms]=14.01, Speedup (vs numerical solver)=207x, Training cost [hrs]=56.07, Final epoch=272022.10 | 0.0287 | 0.0318 | 0.16 |