State Estimation on Lorenz-96 arctan observation operator
0.189RMSEFPPF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FPPFState Dimension dx=5, Observation Noise sigma_y=0.22026.07 | 0.189 | 0.115 | |
| FPPFState Dimension dx=15, Observation Noise sigma_y=0.22026.07 | 0.217 | 0.122 | |
| FPPFState Dimension dx=25, Observation Noise sigma_y=0.22026.07 | 0.235 | 0.132 | |
| FPPFState Dimension dx=20, Observation Noise sigma_y=0.22026.07 | 0.238 | 0.132 | |
| EnKFState Dimension dx=5, Observation Noise sigma_y=0.22026.07 | 0.287 | 0.174 | |
| FPPFState Dimension dx=10, Observation Noise sigma_y=0.22026.07 | 0.287 | 0.165 | |
| BPFState Dimension dx=5, Observation Noise sigma_y=0.22026.07 | 0.303 | 0.195 | |
| APFState Dimension dx=5, Observation Noise sigma_y=0.22026.07 | 0.304 | 0.195 | |
| FPPFState Dimension dx=50, Observation Noise sigma_y=0.22026.07 | 0.323 | 0.183 | |
| EnKFState Dimension dx=10, Observation Noise sigma_y=0.22026.07 | 0.326 | 0.186 | |
| APFState Dimension dx=10, Observation Noise sigma_y=0.22026.07 | 0.353 | 0.21 | |
| APFState Dimension dx=15, Observation Noise sigma_y=0.22026.07 | 0.356 | 0.209 | |
| BPFState Dimension dx=10, Observation Noise sigma_y=0.22026.07 | 0.357 | 0.212 | |
| BPFState Dimension dx=15, Observation Noise sigma_y=0.22026.07 | 0.364 | 0.212 | |
| EnKFState Dimension dx=15, Observation Noise sigma_y=0.22026.07 | 0.365 | 0.203 | |
| APFState Dimension dx=20, Observation Noise sigma_y=0.22026.07 | 0.401 | 0.225 | |
| EnKFState Dimension dx=20, Observation Noise sigma_y=0.22026.07 | 0.416 | 0.229 | |
| BPFState Dimension dx=20, Observation Noise sigma_y=0.22026.07 | 0.419 | 0.233 | |
| NASMC-GaussState Dimension dx=5, Observation Noise sigma_y=0.22026.07 | 0.43 | 0.263 | |
| FlowDASState Dimension dx=5, Observation Noise sigma_y=0.22026.07 | 0.438 | 0.281 | |
| EnKFState Dimension dx=25, Observation Noise sigma_y=0.22026.07 | 0.448 | 0.246 | |
| APFState Dimension dx=25, Observation Noise sigma_y=0.22026.07 | 0.45 | 0.246 | |
| NASMC-MDState Dimension dx=5, Observation Noise sigma_y=0.22026.07 | 0.471 | 0.292 | |
| BPFState Dimension dx=25, Observation Noise sigma_y=0.22026.07 | 0.48 | 0.262 | |
| FlowDASState Dimension dx=15, Observation Noise sigma_y=0.22026.07 | 0.505 | 0.277 | |
| InfNNState Dimension dx=5, Observation Noise sigma_y=0.22026.07 | 0.524 | 0.325 | |
| NASMC-GaussState Dimension dx=10, Observation Noise sigma_y=0.22026.07 | 0.529 | 0.332 | |
| NASMC-MDState Dimension dx=10, Observation Noise sigma_y=0.22026.07 | 0.533 | 0.336 | |
| FlowDASState Dimension dx=10, Observation Noise sigma_y=0.22026.07 | 0.562 | 0.33 | |
| NASMC-GaussState Dimension dx=15, Observation Noise sigma_y=0.22026.07 | 0.573 | 0.358 | |
| NASMC-MDState Dimension dx=15, Observation Noise sigma_y=0.22026.07 | 0.577 | 0.36 | |
| FlowDASState Dimension dx=25, Observation Noise sigma_y=0.22026.07 | 0.603 | 0.316 | |
| NASMC-MDState Dimension dx=20, Observation Noise sigma_y=0.22026.07 | 0.614 | 0.391 | |
| NASMC-GaussState Dimension dx=20, Observation Noise sigma_y=0.22026.07 | 0.617 | 0.393 | |
| NASMC-GaussState Dimension dx=25, Observation Noise sigma_y=0.22026.07 | 0.653 | 0.423 | |
| NASMC-MDState Dimension dx=25, Observation Noise sigma_y=0.22026.07 | 0.659 | 0.423 | |
| APFState Dimension dx=50, Observation Noise sigma_y=0.22026.07 | 0.673 | 0.381 | |
| EnKFState Dimension dx=50, Observation Noise sigma_y=0.22026.07 | 0.724 | 0.422 | |
| FlowDASState Dimension dx=20, Observation Noise sigma_y=0.22026.07 | 0.735 | 0.411 | |
| BPFState Dimension dx=50, Observation Noise sigma_y=0.22026.07 | 0.743 | 0.439 | |
| NASMC-MDState Dimension dx=50, Observation Noise sigma_y=0.22026.07 | 0.751 | 0.493 | |
| NASMC-GaussState Dimension dx=50, Observation Noise sigma_y=0.22026.07 | 0.762 | 0.501 | |
| FlowDASState Dimension dx=50, Observation Noise sigma_y=0.22026.07 | 0.97 | 0.53 | |
| InfNNState Dimension dx=10, Observation Noise sigma_y=0.22026.07 | 1 | 0.662 | |
| InfNNState Dimension dx=15, Observation Noise sigma_y=0.22026.07 | 1.363 | 0.908 | |
| InfNNState Dimension dx=20, Observation Noise sigma_y=0.22026.07 | 2.117 | 1.448 | |
| InfNNState Dimension dx=25, Observation Noise sigma_y=0.22026.07 | 2.467 | 1.711 | |
| InfNNState Dimension dx=50, Observation Noise sigma_y=0.22026.07 | 3.396 | 2.45 |