State estimation on Synthetic Ginzburg-Landau double-well process N=150, p=0.10, NMC=100
0.257RMSE (mean)PG-PF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PG-PFGating strategy=Potential-gated, Filtering algorithm=PF2026.02 | 0.257 | 0.054 | — | 80.4 | — | |
| PG-EKFGating strategy=Potential-gated, Filtering algorithm=EKF2026.02 | 0.286 | 0.043 | — | 78.2 | — | |
| PG-AKFGating strategy=Potential-gated, Filtering algorithm=AKF2026.02 | 0.363 | 0.139 | — | 72.3 | — | |
| PG-UKFGating strategy=Potential-gated, Filtering algorithm=UKF2026.02 | 0.414 | 0.554 | — | 68.7 | — | |
| PG-EnKFGating strategy=Potential-gated, Filtering algorithm=EnKF2026.02 | 0.444 | 0.076 | — | 66.1 | — | |
| NT-EKFGating strategy=Naive topological baseline, Filtering algorithm=EKF2026.02 | 0.564 | 0.116 | — | 57 | — | |
| EnKF StdGating strategy=Standard (no gating), Filtering algorithm=EnKF2026.02 | 0.731 | 0.128 | — | 44.2 | — | |
| PF StdGating strategy=Standard (no gating), Filtering algorithm=PF2026.02 | 0.731 | 0.036 | — | 44.1 | — | |
| EKF RobustGating strategy=Chi-square gating, Filtering algorithm=EKF2026.02 | 0.821 | 0.155 | — | 37.6 | — | |
| UKF StdGating strategy=Standard (no gating), Filtering algorithm=UKF2026.02 | 0.96 | 0.071 | — | 26.8 | — | |
| AKF StdGating strategy=Standard (no gating), Filtering algorithm=AKF2026.02 | 1.244 | 0.094 | — | 5.3 | — | |
| EKF StdGating strategy=Standard (no gating), Filtering algorithm=EKF2026.02 | 1.313 | 0.08 | — | — | — |