paper
2023
Data assimilation
New model or method
CNN / U-NetNSF NCAR / UCARNOAA (incl. GFDL, PSL, GSL, NCEP/EMC)Princeton University Other
2023-09-11
047
Sep 2023
Feiyu Lu
preprint
NSF NCAR / UCAR, NOAA (incl. GFDL, PSL, GSL, NCEP/EMC), Princeton University
U-Net predicts flow-dependent covariances for an Ensemble Kalman Filter in a quasi-geostrophic model, matching 3DVar and EnKF for ensemble sizes up to 80.
UNetKF: Ensemble U-Net Kalman Filter
In one sentence. U-Net predicts flow-dependent covariances for an Ensemble Kalman Filter in a quasi-geostrophic model, matching 3DVar and EnKF for ensemble sizes up to 80.
Labels
- Topic
- Data assimilation
- Type
- New model or method
- Method
- CNN / U-Net
- Domain
- Regional
- Data
- Other
- Status
- Research
- Identifiers
- DOI:10.22541/essoar.169447444.44778188/v1 OpenAlex:W4386594858
- Added
- 2026-10-22
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