paper
2023
Post-processing & calibration
Probabilistic & ensemble forecasting New model or method
CNN / U-Net6 h–3 daysNSF NCAR / UCAR Journal
2023-03-08
051
Mar 2023
Weiming Hu, Mohammadvaghef Ghazvinian, William Eric Chapman et al.
Monthly Weather Review
NSF NCAR / UCAR
A U-Net postprocesses 4 km West-WRF precipitation reforecasts into censored shifted gamma distributions, beating analog, regression and meta-Gaussian benchmarks at all lead times.
Deep Learning Forecast Uncertainty for Precipitation over the Western United States
In one sentence. A U-Net postprocesses 4 km West-WRF precipitation reforecasts into censored shifted gamma distributions, beating analog, regression and meta-Gaussian benchmarks at all lead times.
Labels
- Topic
- Post-processing & calibration, Probabilistic & ensemble forecasting
- Type
- New model or method
- Method
- CNN / U-Net
- Time scale
- 6 h–3 days
- Domain
- Regional
- Data
- NWP analysis or forecasts (IFS, GFS, ...)
- Status
- Research
- Identifiers
- DOI:10.1175/mwr-d-22-0268.1 OpenAlex:W4323546156
- Added
- 2026-10-22
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