Filtering on Kuramoto-Sivashinsky L=32π, min(z^4, 10)
1.15RMSEFPPF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FPPFDomain size (L)=32π, Observation operator=min(z^4, 10), Grid points (J)=128, Number of particles (N)=5000, Observation noise (σ_obs)=0.1, Observation interval (steps)=102026.07 | 1.15 | 0.76 | |
| NASMC-GaussDomain size (L)=32π, Observation operator=min(z^4, 10), Grid points (J)=128, Number of particles (N)=5000, Observation noise (σ_obs)=0.1, Observation interval (steps)=102026.07 | 1.24 | 0.82 | |
| NASMC-MDDomain size (L)=32π, Observation operator=min(z^4, 10), Grid points (J)=128, Number of particles (N)=5000, Observation noise (σ_obs)=0.1, Observation interval (steps)=102026.07 | 1.24 | 0.82 | |
| APFDomain size (L)=32π, Observation operator=min(z^4, 10), Grid points (J)=128, Number of particles (N)=5000, Observation noise (σ_obs)=0.1, Observation interval (steps)=102026.07 | 1.53 | 1.12 | |
| BPFDomain size (L)=32π, Observation operator=min(z^4, 10), Grid points (J)=128, Number of particles (N)=5000, Observation noise (σ_obs)=0.1, Observation interval (steps)=102026.07 | 1.59 | 1.17 | |
| FlowDASDomain size (L)=32π, Observation operator=min(z^4, 10), Grid points (J)=128, Number of particles (N)=5000, Observation noise (σ_obs)=0.1, Observation interval (steps)=102026.07 | 1.62 | 1.18 | |
| EnKFDomain size (L)=32π, Observation operator=min(z^4, 10), Grid points (J)=128, Number of particles (N)=5000, Observation noise (σ_obs)=0.1, Observation interval (steps)=102026.07 | 1.65 | 1.17 | |
| InfNNDomain size (L)=32π, Observation operator=min(z^4, 10), Grid points (J)=128, Number of particles (N)=5000, Observation noise (σ_obs)=0.1, Observation interval (steps)=102026.07 | 1.77 | 1.36 |