Parameter Estimation on SNIC regime 1% noise (test)
-1.225Parameter Estimate Deviation4D-Var
Evaluation results
| Method | Links | ||
|---|---|---|---|
| 4D-VarInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V12026.02 | -1.225 | 2.1 | |
| 4D-VarInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V12026.02 | -1.213 | 1.1 | |
| UKFInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V12026.02 | -1.189 | 0.9 | |
| PINNInitial guess strategy (g)=1, Observed data bifurcation regime (t)=SNIC, Parameter=V12026.02 | -1.13 | 5.9 | |
| PINNInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V12026.02 | -1.129 | 5.9 | |
| PINNInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V12026.02 | -1.129 | 5.9 | |
| UKFInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V12026.02 | -0.901 | 24.9 | |
| 4D-VarInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=phi2026.02 | 0.066 | 1.5 | |
| 4D-VarInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=phi2026.02 | 0.066 | 1.2 | |
| PINNInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=phi2026.02 | 0.068 | 2 | |
| PINNInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=phi2026.02 | 0.068 | 2 | |
| PINNInitial guess strategy (g)=1, Observed data bifurcation regime (t)=SNIC, Parameter=phi2026.02 | 0.068 | 2 | |
| UKFInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=phi2026.02 | 0.068 | 1.1 | |
| UKFInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=phi2026.02 | 0.115 | 71.2 | |
| UKFInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=gL2026.02 | 0.735 | 63.2 | |
| PINNInitial guess strategy (g)=1, Observed data bifurcation regime (t)=SNIC, Parameter=gL2026.02 | 1.995 | 0.2 | |
| PINNInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=gL2026.02 | 1.996 | 0.2 | |
| PINNInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=gL2026.02 | 1.996 | 0.2 | |
| 4D-VarInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=gL2026.02 | 1.998 | 0.1 | |
| UKFInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=gL2026.02 | 2.014 | 0.7 | |
| 4D-VarInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=gL2026.02 | 2.042 | 2.1 | |
| UKFInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V32026.02 | 2.257 | 81.2 | |
| 4D-VarInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=gCa2026.02 | 3.986 | 0.3 | |
| 4D-VarInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=gCa2026.02 | 4.015 | 0.4 | |
| UKFInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=gCa2026.02 | 4.016 | 0.4 | |
| PINNInitial guess strategy (g)=1, Observed data bifurcation regime (t)=SNIC, Parameter=gCa2026.02 | 4.034 | 0.9 | |
| PINNInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=gCa2026.02 | 4.035 | 0.9 | |
| PINNInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=gCa2026.02 | 4.035 | 0.9 | |
| UKFInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=gCa2026.02 | 4.305 | 7.6 | |
| UKFInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=gK2026.02 | 7.386 | 7.7 | |
| 4D-VarInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=gK2026.02 | 7.971 | 0.4 | |
| UKFInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=gK2026.02 | 7.987 | 0.2 | |
| PINNInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=gK2026.02 | 8.056 | 0.7 | |
| PINNInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=gK2026.02 | 8.057 | 0.7 | |
| PINNInitial guess strategy (g)=1, Observed data bifurcation regime (t)=SNIC, Parameter=gK2026.02 | 8.058 | 0.7 | |
| 4D-VarInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=gK2026.02 | 8.154 | 1.9 | |
| 4D-VarInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V32026.02 | 11.973 | 0.2 | |
| UKFInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V32026.02 | 12.001 | 0.1 | |
| PINNInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V32026.02 | 12.166 | 1.4 | |
| PINNInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V32026.02 | 12.166 | 1.4 | |
| PINNInitial guess strategy (g)=1, Observed data bifurcation regime (t)=SNIC, Parameter=V32026.02 | 12.169 | 1.4 | |
| 4D-VarInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V32026.02 | 12.393 | 3.3 | |
| 4D-VarInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V42026.02 | 16.986 | 2.4 | |
| 4D-VarInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V42026.02 | 17.351 | 0.3 | |
| UKFInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V42026.02 | 17.399 | 0.1 | |
| PINNInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V42026.02 | 17.851 | 2.6 | |
| PINNInitial guess strategy (g)=1, Observed data bifurcation regime (t)=SNIC, Parameter=V42026.02 | 17.854 | 2.6 | |
| PINNInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V42026.02 | 17.855 | 2.6 | |
| 4D-VarInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V22026.02 | 17.942 | 0.3 | |
| UKFInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V22026.02 | 17.983 | 0.1 | |
| 4D-VarInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V22026.02 | 18.008 | 0.1 | |
| PINNInitial guess strategy (g)=1, Observed data bifurcation regime (t)=SNIC, Parameter=V22026.02 | 18.103 | 0.6 | |
| PINNInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V22026.02 | 18.105 | 0.6 | |
| PINNInitial guess strategy (g)=Homoclinic, Observed data bifurcation regime (t)=SNIC, Parameter=V22026.02 | 18.105 | 0.6 | |
| UKFInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V22026.02 | 18.455 | 2.5 | |
| UKFInitial guess strategy (g)=Hopf, Observed data bifurcation regime (t)=SNIC, Parameter=V42026.02 | 29.731 | 70.9 |