Structural response prediction on Jet engine bracket Vertical load 1.0
0.0023Displacement 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 | 0.0023 | 0.0013 | 0.0042 | 6.1865 | |
| ArGEnTModel Variant=Cross-attention, Parameter counts=Comparable to Point-DeepONet, Dataset size=Comparable to Point-DeepONet, Scaling up=false2026.02 | 0.0039 | 0.0018 | 0.0076 | 7.9454 | |
| Point-DeepONet2026.02 | 0.007 | 0.003 | 0.012 | 10.541 | |
| PointNet2026.02 | 0.008 | 0.003 | 0.013 | 11.666 | |
| DeepONet2026.02 | 0.026 | 0.007 | 0.048 | 21.842 |