Neural Operator Learning on StepHeat
0.0533Relative L2 ErrorDeepONet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DeepONets=0.662026.05 | 0.0533 | 0.2384 | |
| UFOs=0.662026.05 | 0.0534 | 0.2875 | |
| DeepONets=0.482026.05 | 0.1026 | 0.2837 | |
| DeepONets=0.522026.05 | 0.1028 | 0.2834 | |
| UFOs=0.322026.05 | 0.107 | 0.3413 | |
| UFOs=0.482026.05 | 0.1078 | 0.3431 | |
| UFOs=0.522026.05 | 0.1083 | 0.3436 | |
| UFOs=0.392026.05 | 0.109 | 0.1734 | |
| UFOs=0.412026.05 | 0.1117 | 0.1835 | |
| DeepONets=0.322026.05 | 0.1256 | 0.3186 | |
| FNOs=0.662026.05 | 0.1605 | 0.5836 | |
| DeepONets=0.392026.05 | 0.2072 | 0.2491 | |
| FNOs=0.522026.05 | 0.2231 | 0.5549 | |
| FNOs=0.482026.05 | 0.2276 | 0.5682 | |
| FNOs=0.322026.05 | 0.236 | 0.6248 | |
| DeepONets=0.412026.05 | 0.2434 | 0.2801 | |
| FNOs=0.392026.05 | 0.321 | 0.4381 | |
| FNOs=0.412026.05 | 0.3224 | 0.4613 |