Stress prediction on Stiffened panels (test)
0.14RMSE (Std)DS-HGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DS-HGNNTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.14 | 6.89 | 5.91 | |
| RGCNTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.174 | 8.52 | 5.99 | |
| HINormerTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.193 | 9.48 | 6.82 | |
| HGTTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.196 | 9.62 | 7.13 | |
| HeteroConvTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.211 | 10.3 | 7.12 | |
| SeHGNNTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.222 | 10.9 | 8.95 | |
| HANTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.966 | 47.3 | 51.9 |