Biophysical Parameter Estimation on Morris-Lecar biophysical model Hopf regime, 1% noise
30.362Estimated Parameter Value4D-Var
Evaluation results
| Method | Links | ||
|---|---|---|---|
| 4D-VarInitial Guess=g: Homoclinic, Target Parameter=V42026.02 | 30.362 | 1.2 | |
| PINNInitial Guess=g: 1, Target Parameter=V42026.02 | 29.992 | 0.1 | |
| PINNInitial Guess=g: SNIC, Target Parameter=V42026.02 | 29.983 | 0.1 | |
| PINNInitial Guess=g: Homoclinic, Target Parameter=V42026.02 | 29.983 | 0.1 | |
| 4D-VarInitial Guess=g: SNIC, Target Parameter=V42026.02 | 29.896 | 0.3 | |
| PINNInitial Guess=g: SNIC, Target Parameter=V22026.02 | 17.991 | 0.1 | |
| PINNInitial Guess=g: Homoclinic, Target Parameter=V22026.02 | 17.991 | 0.1 | |
| PINNInitial Guess=g: 1, Target Parameter=V22026.02 | 17.991 | 0.1 | |
| 4D-VarInitial Guess=g: Homoclinic, Target Parameter=V22026.02 | 17.896 | 0.6 | |
| UKFInitial Guess=g: Homoclinic, Target Parameter=V22026.02 | 17.847 | 0.9 | |
| 4D-VarInitial Guess=g: SNIC, Target Parameter=V22026.02 | 17.823 | 1 | |
| UKFInitial Guess=g: SNIC, Target Parameter=V22026.02 | 17.801 | 1.1 | |
| UKFInitial Guess=g: SNIC, Target Parameter=V42026.02 | 17.503 | 41.7 | |
| UKFInitial Guess=g: Homoclinic, Target Parameter=V42026.02 | 17.439 | 41.9 | |
| UKFInitial Guess=g: Homoclinic, Target Parameter=V32026.02 | 11.799 | 489.9 | |
| UKFInitial Guess=g: SNIC, Target Parameter=V32026.02 | 11.746 | 487.3 | |
| UKFInitial Guess=g: SNIC, Target Parameter=gK2026.02 | 8.764 | 9.5 | |
| UKFInitial Guess=g: Homoclinic, Target Parameter=gK2026.02 | 8.606 | 7.6 | |
| 4D-VarInitial Guess=g: Homoclinic, Target Parameter=gK2026.02 | 8.366 | 4.6 | |
| 4D-VarInitial Guess=g: SNIC, Target Parameter=gK2026.02 | 8.283 | 3.5 | |
| PINNInitial Guess=g: 1, Target Parameter=gK2026.02 | 8.021 | 0.3 | |
| PINNInitial Guess=g: SNIC, Target Parameter=gK2026.02 | 8.019 | 0.2 | |
| PINNInitial Guess=g: Homoclinic, Target Parameter=gK2026.02 | 8.019 | 0.2 | |
| PINNInitial Guess=g: SNIC, Target Parameter=gCa2026.02 | 3.983 | 0.4 | |
| PINNInitial Guess=g: Homoclinic, Target Parameter=gCa2026.02 | 3.982 | 0.4 | |
| PINNInitial Guess=g: 1, Target Parameter=gCa2026.02 | 3.982 | 0.4 | |
| 4D-VarInitial Guess=g: Homoclinic, Target Parameter=gCa2026.02 | 3.952 | 1.2 | |
| 4D-VarInitial Guess=g: SNIC, Target Parameter=gCa2026.02 | 3.931 | 1.7 | |
| UKFInitial Guess=g: SNIC, Target Parameter=gCa2026.02 | 3.722 | 7 | |
| UKFInitial Guess=g: Homoclinic, Target Parameter=gCa2026.02 | 3.701 | 7.5 | |
| 4D-VarInitial Guess=g: Homoclinic, Target Parameter=V32026.02 | 3.501 | 75.1 | |
| 4D-VarInitial Guess=g: SNIC, Target Parameter=V32026.02 | 3.076 | 53.8 | |
| UKFInitial Guess=g: SNIC, Target Parameter=gL2026.02 | 2.516 | 25.8 | |
| UKFInitial Guess=g: Homoclinic, Target Parameter=gL2026.02 | 2.38 | 19 | |
| 4D-VarInitial Guess=g: Homoclinic, Target Parameter=gL2026.02 | 1.986 | 0.7 | |
| 4D-VarInitial Guess=g: SNIC, Target Parameter=gL2026.02 | 1.983 | 0.8 | |
| PINNInitial Guess=g: SNIC, Target Parameter=gL2026.02 | 1.974 | 1.3 | |
| PINNInitial Guess=g: Homoclinic, Target Parameter=gL2026.02 | 1.973 | 1.3 | |
| PINNInitial Guess=g: 1, Target Parameter=gL2026.02 | 1.973 | 1.3 | |
| PINNInitial Guess=g: 1, Target Parameter=V32026.02 | 1.972 | 1.4 | |
| PINNInitial Guess=g: SNIC, Target Parameter=V32026.02 | 1.963 | 1.8 | |
| PINNInitial Guess=g: Homoclinic, Target Parameter=V32026.02 | 1.962 | 1.9 | |
| PINNInitial Guess=g: SNIC, Target Parameter=phi2026.02 | 0.04 | 0.6 | |
| PINNInitial Guess=g: Homoclinic, Target Parameter=phi2026.02 | 0.04 | 0.6 | |
| PINNInitial Guess=g: 1, Target Parameter=phi2026.02 | 0.04 | 0.6 | |
| 4D-VarInitial Guess=g: SNIC, Target Parameter=phi2026.02 | 0.039 | 3.6 | |
| 4D-VarInitial Guess=g: Homoclinic, Target Parameter=phi2026.02 | 0.039 | 2.7 | |
| UKFInitial Guess=g: SNIC, Target Parameter=phi2026.02 | 0.018 | 56 | |
| UKFInitial Guess=g: Homoclinic, Target Parameter=phi2026.02 | 0.013 | 66.5 | |
| UKFInitial Guess=g: Homoclinic, Target Parameter=V12026.02 | -1.152 | 4 | |
| PINNInitial Guess=g: SNIC, Target Parameter=V12026.02 | -1.165 | 2.9 | |
| PINNInitial Guess=g: Homoclinic, Target Parameter=V12026.02 | -1.165 | 2.9 | |
| PINNInitial Guess=g: 1, Target Parameter=V12026.02 | -1.165 | 2.9 | |
| UKFInitial Guess=g: SNIC, Target Parameter=V12026.02 | -1.18 | 1.7 | |
| 4D-VarInitial Guess=g: Homoclinic, Target Parameter=V12026.02 | -1.196 | 0.3 | |
| 4D-VarInitial Guess=g: SNIC, Target Parameter=V12026.02 | -1.22 | 1.7 |