Data Assimilation on Lorenz-96 20d (S=10 simulations)
0.747Average ERMSEEnKF
Evaluation Results
| Method | Links | |
|---|---|---|
| EnKFEnsemble size N=10002026.03 | 0.747 | |
| DiffusionEnsemble size N=1000, Optimal Bandwidth σx=0.10, Optimal Bandwidth σy=0.50, Range of sampling steps=17–192026.03 | 1.439 | |
| DiffusionEnsemble size N=500, Optimal Bandwidth σx=0.10, Optimal Bandwidth σy=0.75, Range of sampling steps=17–192026.03 | 1.771 | |
| DiffusionEnsemble size N=250, Optimal Bandwidth σx=0.10, Optimal Bandwidth σy=0.75, Range of sampling steps=16–192026.03 | 2.074 | |
| EnKFEnsemble size N=5002026.03 | 2.196 | |
| DiffusionEnsemble size N=100, Optimal Bandwidth σx=0.15, Optimal Bandwidth σy=0.75, Range of sampling steps=15–172026.03 | 2.456 | |
| DiffusionEnsemble size N=50, Optimal Bandwidth σx=0.15, Optimal Bandwidth σy=1.00, Range of sampling steps=15–172026.03 | 2.904 | |
| DiffusionEnsemble size N=20, Optimal Bandwidth σx=0.20, Optimal Bandwidth σy=1.50, Range of sampling steps=13–172026.03 | 3.55 | |
| EnKFEnsemble size N=2502026.03 | 3.91 | |
| EnKFEnsemble size N=1002026.03 | 4.842 | |
| SIREnsemble size N=502026.03 | 4.882 | |
| SIREnsemble size N=10002026.03 | 4.902 | |
| SIREnsemble size N=5002026.03 | 4.948 | |
| SIREnsemble size N=2502026.03 | 4.978 | |
| SIREnsemble size N=1002026.03 | 5 | |
| SIREnsemble size N=202026.03 | 5.008 | |
| EnKFEnsemble size N=502026.03 | 5.071 | |
| EnKFEnsemble size N=202026.03 | 5.251 |