paper
2020
Post-processing & calibration
Nowcasting New model or method
CNN / U-Net6 h–3 days Journal
2020-01-01
012
Jan 2020
Takeru Kurakami, Kazuyoshi Souma, Takashi Miyamoto et al.
Journal of Japan Society of Civil Engineers Ser G (Environmental Research)
U-Net with shortcut connections corrects NWP precipitation outputs for Kansai heavy rain, improving strong-rain representation over plain CNNs.
APPLICATION OF A DEEP-LEARNING METHOD INCLUDING SHORTCUT PATHS TO CORRECT THE PRECIPITATION OUTPUTS OF A NUMERICAL WEATHER PREDICTION MODEL
In one sentence. U-Net with shortcut connections corrects NWP precipitation outputs for Kansai heavy rain, improving strong-rain representation over plain CNNs.
Labels
- Topic
- Post-processing & calibration, Nowcasting
- 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:10.2208/jscejer.76.5_i_471 OpenAlex:W3125900171
- Added
- 2026-10-22
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