Equation Discovery on Advection Equation Noise Levels: 0%, 1%, 20% (large) PDE
0.26RMSE (0% Noise)BSL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BSLTraining Cost=~ 946(+233)s2022.10 | 0.26 | 1 | 1.9 | 1 | 1 | |
| BSLTraining Cost=~946(+233)s2022.10 | 0.26 | 1 | 1.9 | 1 | 1 | |
| RVMTraining Cost=~ 4s2022.10 | 0.77 | 6.76 | — | 0.2 | 1 | |
| RVMTraining Cost=~4s2022.10 | 0.77 | 6.76 | — | 0.2 | 1 | |
| SINDyTraining Cost=~ 10s2022.10 | 2.3 | 8.2 | 38.9 | 1 | 1 | |
| SINDyTraining Cost=~10s2022.10 | 2.3 | 8.2 | 38.9 | 1 | 1 | |
| PINN-SRTraining Cost=~ 650s2022.10 | 5.9 | 4.5 | 30.4 | 1 | 1 | |
| PINN-SRTraining Cost=~650s2022.10 | 5.9 | 4.5 | 30.4 | 1 | 1 |