Solving the Complex Ginzburg-Landau Equation on CGLE
2.801L2 ErrorMulti-scale PINN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Multi-scale PINNWall Time (hrs)=3.4, Convergence (epochs)=5,5002025.12 | 2.801 | 82 | |
| ASPENWall Time (hrs)=3.1, Convergence (epochs)=4,2002025.12 | 3.001 | 98 | |
| Curriculum PINNWall Time (hrs)=2.9, Convergence (epochs)=6,8002025.12 | 4.301 | 75 | |
| PINN + RARWall Time (hrs)=3.2, Convergence (epochs)=7,2002025.12 | 6.701 | 70 | |
| Standard PINNWall Time (hrs)=2.1, Convergence (epochs)=>10,0002025.12 | 8.561 | 5 | |
| Fourier PINN (fixed)Wall Time (hrs)=2.8, Convergence (epochs)=8,5002025.12 | 9.801 | 65 |