AirfRANS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Aerodynamic simulation | AirfRANS (test) | Volume MSE0.0011 | 22 | |
| PDE Surrogate Modeling | AirfRANS (Unseen Angles of Attack) | Volume0.4902 | 12 | |
| PDE Surrogate Modeling | AirfRANS Unseen Reynolds Numbers | Volume0.2789 | 12 | |
| Aerodynamic Prediction | AirfRANS (Unseen Angles) | CL0.6525 | 12 | |
| Aerodynamic Prediction | AirfRANS (Unseen Reynolds) | CL1.7718 | 12 | |
| Aerodynamic property prediction | AirfRANS (OOD Angles) | Relative Error CL13.3 | 11 | |
| Aerodynamic property prediction | AirfRANS OOD Reynolds | Relative Error (CL)23.4 | 11 | |
| Sparse Surface-Pressure Reconstruction | AirfRANS Reynolds-8 | Relative L2 Error0.3129 | 6 | |
| Sparse Surface-Pressure Reconstruction | AirfRANS (AoA-8) | Relative L2 Error0.528 | 6 | |
| Sparse Surface-Pressure Reconstruction | AirfRANS Full-8 | Relative L2 Error25.18 | 6 | |
| Deep Operator Learning | AirfRANS | Relative L2 Error1.32 | 6 | |
| Data-Driven Aerodynamics | AirfRANS | Volume Error0.0017 | 2 |
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