Surrogate modeling of 1D nonlinear PDEs on 1D family of nonlinear PDEs Scenario E3 1.0 (test)
3.39Accumulated Error (MSE)LE-PDE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LE-PDEResolution (nt, nx)=(250, 100)2022.06 | 3.39 | 19 | 6 | 64 | |
| MP-PDEResolution (nt, nx)=(250, 40)2022.06 | 3.7 | 90 | — | 1,000 | |
| MP-PDEResolution (nt, nx)=(250, 50)2022.06 | 3.74 | 90 | — | 1,250 | |
| LE-PDEResolution (nt, nx)=(250, 40)2022.06 | 3.78 | 20 | 8 | 128 | |
| LE-PDEResolution (nt, nx)=(250, 50)2022.06 | 3.82 | 19 | 6 | 64 | |
| MP-PDEResolution (nt, nx)=(250, 100)2022.06 | 4.26 | 90 | — | 2,500 | |
| WENO5Resolution (nt, nx)=(250, 100)2022.06 | 4.71 | 4,800 | — | — | |
| FNO-PFResolution (nt, nx)=(250, 50)2022.06 | 5.39 | — | — | — | |
| FNO-PFResolution (nt, nx)=(250, 100)2022.06 | 5.69 | — | — | — | |
| FNO-PFResolution (nt, nx)=(250, 40)2022.06 | 5.98 | — | — | — | |
| FNO-RNNResolution (nt, nx)=(250, 100)2022.06 | 10.16 | — | — | — | |
| WENO5Resolution (nt, nx)=(250, 50)2022.06 | 11.71 | 4,500 | — | — | |
| FNO-RNNResolution (nt, nx)=(250, 50)2022.06 | 14.49 | — | — | — | |
| WENO5Resolution (nt, nx)=(250, 40)2022.06 | 15.94 | 4,400 | — | — | |
| FNO-RNNResolution (nt, nx)=(250, 40)2022.06 | 20.9 | — | — | — |