Displacement prediction on Stiffened panels (test)
0.0889RMSE (std)DS-HGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DS-HGNNTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.0889 | 1.18 | 4.07 | |
| HINormerTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.129 | 1.63 | 5.72 | |
| RGCNTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.133 | 1.72 | 5.44 | |
| HeteroConvTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.146 | 1.83 | 5.91 | |
| SeHGNNTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.154 | 2.09 | 7.46 | |
| HGTTrainable parameters=1.4 million, Number of seeds=52026.06 | 0.158 | 2.1 | 6.72 | |
| HANTrainable parameters=1.4 million, Number of seeds=52026.06 | 1.01 | 12.8 | 45.9 |