Aerodynamic performance prediction on Pre-training dataset (test)
26.4Delta Cp (%)AeroTransformer + o.c. injection
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AeroTransformer + o.c. injection# of Param.=1.0M, Training time (hours)=18.8, Peak memory (GB)=0.64, operating condition injection=true2026.04 | 26.4 | 19.8 | 23.8 | 2.35 | 2.11 | 2.75 | |
| AeroTransformer# of Param.=1.0M, Training time (hours)=18.8, Peak memory (GB)=0.622026.04 | 27.9 | 20.9 | 25.3 | 2.44 | 2.21 | 2.86 | |
| ViT# of Param.=1.2M, Training time (hours)=20.0, Peak memory (GB)=4.612026.04 | 35.3 | 26.7 | 31.3 | 2.9 | 2.6 | 3.26 | |
| Transolver# of Param.=1.0M, Training time (hours)=44.6, Peak memory (GB)=10.712026.04 | 40.1 | 30.9 | 35.7 | 3.15 | 3 | 3.62 | |
| U-Net# of Param.=2.3M, Training time (hours)=15.3, Peak memory (GB)=1.032026.04 | 91.1 | 54.8 | 63.5 | 17.85 | 11.71 | 19.28 |