In this repo, some common used models are compared on a Darcy Flow Dataset.
The models, with their main characteristics and performances, are summed up here.
| Model | rel u train error | rel u test error |
|---|---|---|
| DeepONet | 0.009 | 0.009 |
| DeepONet-reg | 0.005 | 0.004 |
| ANO | 0.05 | 0.05 |
| VNO | 0.017 | 0.018 |
| POD+RBF | 5.4e-07 | 0.0004 |
| POD+Tree | 5.4e-07 | 0.0004 |