Surrogate Modeling of 1D Nonlinear PDEs on 1D Family Scenario E2 1.0 (test)
0.77Accumulated Error (MSE)LE-PDE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LE-PDEResolution (nt, nx)=(250, 100)2022.06 | 0.77 | 20 | 8 | 128 | |
| LE-PDEResolution (nt, nx)=(250, 40)2022.06 | 1.03 | 20 | 8 | 128 | |
| LE-PDEResolution (nt, nx)=(250, 50)2022.06 | 1.13 | 20 | 8 | 128 | |
| WENO5Resolution (nt, nx)=(250, 100)2022.06 | 1.19 | 1,900 | — | — | |
| MP-PDEResolution (nt, nx)=(250, 40)2022.06 | 1.45 | 80 | — | 1,000 | |
| MP-PDEResolution (nt, nx)=(250, 100)2022.06 | 1.58 | 90 | — | 2,500 | |
| MP-PDEResolution (nt, nx)=(250, 50)2022.06 | 1.63 | 90 | — | 1,250 | |
| FNO-PFResolution (nt, nx)=(250, 50)2022.06 | 2.27 | — | — | — | |
| FNO-PFResolution (nt, nx)=(250, 40)2022.06 | 2.38 | — | — | — | |
| FNO-PFResolution (nt, nx)=(250, 100)2022.06 | 2.53 | — | — | — | |
| FNO-RNNResolution (nt, nx)=(250, 40)2022.06 | 3.26 | — | — | — | |
| FNO-RNNResolution (nt, nx)=(250, 50)2022.06 | 3.57 | — | — | — | |
| WENO5Resolution (nt, nx)=(250, 50)2022.06 | 5.35 | 1,900 | — | — | |
| WENO5Resolution (nt, nx)=(250, 40)2022.06 | 8.05 | 1,700 | — | — | |
| FNO-RNNResolution (nt, nx)=(250, 100)2022.06 | 17.09 | — | — | — |