Parameter Estimation on 1D Burgers' Equation Inverse Problem Setting
1.9821Estimated Kappa 1trSQP-PINN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| trSQP-PINN2026.05 | 1.9821 | 0.9821 | 0.0222 | 0.019 | |
| AL-PINN2026.05 | 1.594 | 0.594 | 0.0829 | 0.0797 | |
| AdamFLIP2026.05 | 1.0154 | 0.0154 | 0.0067 | 0.0036 | |
| Standard PINNOptimizer=Adam2026.05 | 0.9667 | 0.0333 | 0.0097 | 0.0065 | |
| FL-PINN2026.05 | 0.8723 | 0.1277 | 0.0996 | 0.0965 |