Equation Discovery on Van der Pol Oscillator Noise Levels: 0%, 1%, 5% (large) ODE
0.214Mp Error MetricPINN-SR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PINN-SRTraining Cost=~ 1213s2022.10 | 0.214 | — | — | — | 0.75 | |
| PINN-SRTraining Cost=~1213s2022.10 | 0.214 | — | — | — | 0.75 | |
| SINDyTraining Cost=~ 10s2022.10 | 0.267 | 1 | 1.93 | — | 1 | |
| SINDyTraining Cost=~10s2022.10 | 0.267 | 1 | 1.93 | — | 1 | |
| BSLTraining Cost=~ 133(+3)s2022.10 | 1 | 0.2 | 2.82 | 18.04 | 1 | |
| RVMTraining Cost=~ 10s2022.10 | 1 | 1 | 2.54 | 27.46 | 1 | |
| BSLTraining Cost=~133(+3)s2022.10 | 1 | 0.2 | 2.82 | 18.04 | 1 | |
| RVMTraining Cost=~10s2022.10 | 1 | 1 | 2.54 | 27.46 | 1 |