Structural response prediction on Jet engine bracket Diagonal load 1.0
0.0012Displacement 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 | 0.0012 | 0.0008 | 0.0021 | 4.5795 | |
| ArGEnTModel Variant=Cross-attention, Parameter counts=Comparable to Point-DeepONet, Dataset size=Comparable to Point-DeepONet, Scaling up=false2026.02 | 0.0017 | 0.0011 | 0.0031 | 5.6045 | |
| Point-DeepONet2026.02 | 0.003 | 0.002 | 0.005 | 7.09 | |
| PointNet2026.02 | 0.004 | 0.002 | 0.006 | 7.639 | |
| DeepONet2026.02 | 0.006 | 0.005 | 0.016 | 12.555 |