Equation Discovery on Burgers' Equation PDE (Noise Levels: 0%, 1%, 10% (large))
0.754RMSE (0% Noise)RVM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RVMTraining Cost=~ 4s2022.10 | 0.754 | — | — | 0.1429 | 0.5 | |
| RVMTraining Cost=~4s2022.10 | 0.754 | — | — | 0.1429 | 0.5 | |
| SINDyTraining Cost=~ 10s2022.10 | 0.826 | — | — | 1 | 0.5 | |
| SINDyTraining Cost=~10s2022.10 | 0.826 | — | — | 1 | 0.5 | |
| BSLTraining Cost=~ 117(+74)s2022.10 | 3.62 | 4.13 | 6.38 | 1 | 1 | |
| BSLTraining Cost=~117(+74)s2022.10 | 3.62 | 4.13 | 6.38 | 1 | 1 | |
| PINN-SRTraining Cost=~ 512s2022.10 | 10.2 | 3.3 | 10.3 | 1 | 1 | |
| PINN-SRTraining Cost=~512s2022.10 | 10.2 | 3.3 | 10.3 | 1 | 1 |