Biophysical Parameter Estimation on Morris-Lecar Homoclinic regime, 5% noise
0.2gL Relative ErrorUKF
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UKFInitial Guess=SNIC2026.02 | 0.2 | 0.2 | 0.2 | 0.5 | 0.6 | 0.1 | 0.1 | 0.1 | |
| PINNInitial Guess=SNIC2026.02 | 0.6 | 1 | 3.9 | 6.3 | 9.6 | 0.4 | 3.9 | 4.3 | |
| PINNInitial Guess=12026.02 | 2.3 | 2.7 | 0.2 | 2.4 | 6.2 | 1.4 | 4.8 | 0.1 | |
| PINNInitial Guess=Hopf2026.02 | 3.8 | 2.9 | 3.5 | 0.9 | 19.2 | 2.7 | 4.2 | 2.8 | |
| 4D-VarInitial Guess=SNIC2026.02 | 4.8 | 13.6 | 1.1 | 0.6 | 8.3 | 1.1 | 17 | 7.2 | |
| 4D-VarInitial Guess=Hopf2026.02 | 52.4 | 20.5 | 122.6 | 81.8 | 323.3 | 35.5 | 43.4 | 60 | |
| UKFInitial Guess=Hopf2026.02 | 108.5 | 13.4 | 20.3 | 0.1 | 60.9 | 7.8 | 78.1 | 68.4 |