Parameter Estimation on Morris-Lecar model Homoclinic regime (1% noise)
29.426Estimated Parameter ValueUKF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UKFInitial Guess Strategy=g: Hopf, Parameter=V42026.02 | 29.426 | 69.1 | |
| 4D-VarInitial Guess Strategy=g: Hopf, Parameter=V42026.02 | 27.765 | 59.6 | |
| 4D-VarInitial Guess Strategy=g: Hopf, Parameter=V22026.02 | 24.695 | 37.2 | |
| UKFInitial Guess Strategy=g: Hopf, Parameter=V22026.02 | 19.077 | 6 | |
| 4D-VarInitial Guess Strategy=g: SNIC, Parameter=V42026.02 | 18.223 | 4.7 | |
| UKFInitial Guess Strategy=g: SNIC, Parameter=V22026.02 | 17.988 | 0.1 | |
| 4D-VarInitial Guess Strategy=g: SNIC, Parameter=V22026.02 | 17.962 | 0.2 | |
| PINNInitial Guess Strategy=g: SNIC, Parameter=V22026.02 | 17.953 | 0.3 | |
| PINNInitial Guess Strategy=g: 1, Parameter=V22026.02 | 17.945 | 0.3 | |
| PINNInitial Guess Strategy=g: Hopf, Parameter=V22026.02 | 17.912 | 0.5 | |
| PINNInitial Guess Strategy=g: SNIC, Parameter=V42026.02 | 17.565 | 0.9 | |
| PINNInitial Guess Strategy=g: 1, Parameter=V42026.02 | 17.55 | 0.9 | |
| PINNInitial Guess Strategy=g: Hopf, Parameter=V42026.02 | 17.477 | 0.4 | |
| UKFInitial Guess Strategy=g: SNIC, Parameter=V42026.02 | 17.399 | 0.1 | |
| 4D-VarInitial Guess Strategy=g: SNIC, Parameter=V32026.02 | 13.848 | 15.4 | |
| PINNInitial Guess Strategy=g: 1, Parameter=V32026.02 | 12.08 | 0.7 | |
| PINNInitial Guess Strategy=g: Hopf, Parameter=V32026.02 | 12.078 | 0.6 | |
| PINNInitial Guess Strategy=g: SNIC, Parameter=V32026.02 | 12.071 | 0.6 | |
| UKFInitial Guess Strategy=g: SNIC, Parameter=V32026.02 | 11.994 | 0.1 | |
| 4D-VarInitial Guess Strategy=g: Hopf, Parameter=gK2026.02 | 9.596 | 20 | |
| 4D-VarInitial Guess Strategy=g: Hopf, Parameter=gCa2026.02 | 9.139 | 128.5 | |
| 4D-VarInitial Guess Strategy=g: SNIC, Parameter=gK2026.02 | 8.949 | 11.9 | |
| UKFInitial Guess Strategy=g: Hopf, Parameter=gK2026.02 | 8.143 | 1.8 | |
| PINNInitial Guess Strategy=g: 1, Parameter=gK2026.02 | 8.052 | 0.6 | |
| PINNInitial Guess Strategy=g: SNIC, Parameter=gK2026.02 | 8.049 | 0.6 | |
| PINNInitial Guess Strategy=g: Hopf, Parameter=gK2026.02 | 8.044 | 0.6 | |
| UKFInitial Guess Strategy=g: SNIC, Parameter=gK2026.02 | 8.007 | 0.1 | |
| 4D-VarInitial Guess Strategy=g: Hopf, Parameter=V32026.02 | 6.533 | 45.6 | |
| UKFInitial Guess Strategy=g: Hopf, Parameter=gCa2026.02 | 4.599 | 15 | |
| UKFInitial Guess Strategy=g: SNIC, Parameter=gCa2026.02 | 4.005 | 0.1 | |
| PINNInitial Guess Strategy=g: SNIC, Parameter=gCa2026.02 | 4.003 | 0.1 | |
| PINNInitial Guess Strategy=g: 1, Parameter=gCa2026.02 | 3.999 | 0.1 | |
| PINNInitial Guess Strategy=g: Hopf, Parameter=gCa2026.02 | 3.981 | 0.5 | |
| 4D-VarInitial Guess Strategy=g: SNIC, Parameter=gCa2026.02 | 3.953 | 1.2 | |
| 4D-VarInitial Guess Strategy=g: Hopf, Parameter=gL2026.02 | 3.166 | 58.3 | |
| 4D-VarInitial Guess Strategy=g: Hopf, Parameter=V12026.02 | 2.891 | 340.9 | |
| UKFInitial Guess Strategy=g: Hopf, Parameter=V32026.02 | 2.613 | 78.2 | |
| UKFInitial Guess Strategy=g: SNIC, Parameter=gL2026.02 | 2.002 | 0.1 | |
| PINNInitial Guess Strategy=g: SNIC, Parameter=gL2026.02 | 1.981 | 1 | |
| PINNInitial Guess Strategy=g: 1, Parameter=gL2026.02 | 1.98 | 1 | |
| PINNInitial Guess Strategy=g: Hopf, Parameter=gL2026.02 | 1.976 | 1.2 | |
| 4D-VarInitial Guess Strategy=g: SNIC, Parameter=gL2026.02 | 1.954 | 2.3 | |
| 4D-VarInitial Guess Strategy=g: Hopf, Parameter=phi2026.02 | 0.422 | 83.5 | |
| UKFInitial Guess Strategy=g: Hopf, Parameter=gL2026.02 | 0.316 | 84.2 | |
| UKFInitial Guess Strategy=g: Hopf, Parameter=phi2026.02 | 0.296 | 28.6 | |
| PINNInitial Guess Strategy=g: SNIC, Parameter=phi2026.02 | 0.232 | 0.8 | |
| PINNInitial Guess Strategy=g: 1, Parameter=phi2026.02 | 0.232 | 0.7 | |
| PINNInitial Guess Strategy=g: Hopf, Parameter=phi2026.02 | 0.231 | 0.3 | |
| UKFInitial Guess Strategy=g: SNIC, Parameter=phi2026.02 | 0.23 | 0.2 | |
| 4D-VarInitial Guess Strategy=g: SNIC, Parameter=phi2026.02 | 0.225 | 2.3 | |
| PINNInitial Guess Strategy=g: SNIC, Parameter=V12026.02 | -1.189 | 0.9 | |
| PINNInitial Guess Strategy=g: 1, Parameter=V12026.02 | -1.194 | 0.5 | |
| UKFInitial Guess Strategy=g: SNIC, Parameter=V12026.02 | -1.208 | 0.7 | |
| PINNInitial Guess Strategy=g: Hopf, Parameter=V12026.02 | -1.215 | 1.3 | |
| 4D-VarInitial Guess Strategy=g: SNIC, Parameter=V12026.02 | -1.265 | 5.4 | |
| UKFInitial Guess Strategy=g: Hopf, Parameter=V12026.02 | -2.018 | 68.2 |