PDE solving on 2D Convection-Diffusion
0.0004Relative L2 ErrorGC-PINN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GC-PINNMapping=Local Stretching2026.02 | 0.0004 | 0 | 0.0005 | |
| GC-PINNMapping=Torus Mapping2026.02 | 0.0005 | 0 | 0.0011 | |
| SA-PINN2026.02 | 0.0007 | 0 | 0.0014 | |
| gPINN2026.02 | 0.0011 | 0 | 0.0018 | |
| GC-PINNMapping=Radial Mapping2026.02 | 0.0012 | 0 | 0.0018 | |
| PINN+RAR2026.02 | 0.0016 | 0 | 0.0023 | |
| FF-PINN2026.02 | 0.0019 | 0 | 0.0035 | |
| PINN2026.02 | 0.0115 | 0 | 0.0183 | |
| FS-PIELM-LOptimal frequency range [µmin, µmax]=[16, 45]2026.07 | 3.87 | — | — | |
| FS-PIELM-GOptimal frequency range [µmin, µmax]=[16, 45]2026.07 | 5.42 | — | — | |
| SIREN-PIELMOptimal frequency range [µmin, µmax]=[16, 35]2026.07 | 6.21 | — | — | |
| Tanh-PIELMOptimal frequency range [µmin, µmax]=[1, 35]2026.07 | 7.79 | — | — | |
| GFF-PIELMOptimal frequency range [µmin, µmax]=[16, 35]2026.07 | 8.96 | — | — |