Structural response prediction on Jet engine bracket Horizontal load 1.0
0.002Displacement X (mm)ArGEnT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ArGEnTModel Variant=Cross-attention, Scaling up=true, Parameter counts=2.5x more, Dataset size=2x larger (full dataset)2026.02 | 0.002 | 0.0009 | 0.0026 | 4.9135 | |
| ArGEnTModel Variant=Cross-attention, Parameter counts=Comparable to Point-DeepONet, Dataset size=Comparable to Point-DeepONet, Scaling up=false2026.02 | 0.0033 | 0.0012 | 0.0047 | 6.5486 | |
| Point-DeepONet2026.02 | 0.005 | 0.002 | 0.006 | 7.935 | |
| PointNet2026.02 | 0.006 | 0.002 | 0.008 | 9.073 | |
| DeepONet2026.02 | 0.024 | 0.004 | 0.026 | 20.091 |