Solving Navier-Stokes equations on Navier–Stokes flow past a cylinder (val)
0.343Error u (E0u)AL-PINNs
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AL-PINNsIneq.=true, AL=true2026.04 | 0.343 | 0.35 | 0.004 | 0.005 | 0.142 | 0.875 | 0.012 | |
| hPINN (pen.)Ineq.=true, AL=false2026.04 | 0.35 | 0.304 | 0.004 | 0.004 | 0.165 | 0.758 | 0.02 | |
| PINNsIneq.=false, AL=false2026.04 | 0.395 | 0.395 | 0.018 | 0.019 | 0.159 | 0.977 | 0.01 | |
| PINNs+Ineq. (fixed)Ineq.=true, AL=false2026.04 | 0.395 | 0.391 | 0.02 | 0.019 | 0.154 | 0.977 | 0.011 | |
| DC-PINNsIneq.=true, AL=false2026.04 | 0.395 | 0.391 | 0.018 | 0.016 | 0.153 | 0.977 | 0.01 |