paper
2020
Observations & remote sensing
Data assimilation New model or method
CNN / U-Net0–6 hColorado State University (incl. CIRA) Other
2020-11-20
022
Nov 2020
Yoonjin Lee, Kyle Hilburn, Milija Županski et al.
preprint
Colorado State University (incl. CIRA)
A CNN called GREMLIN fuses GOES-R ABI and GLM data into synthetic radar reflectivity, proposed to feed convective-scale data assimilation and latent heating initialization.
Assimilating GOES-R Latent Heating in FV3 using Machine Learning
In one sentence. A CNN called GREMLIN fuses GOES-R ABI and GLM data into synthetic radar reflectivity, proposed to feed convective-scale data assimilation and latent heating initialization.
Labels
- Topic
- Observations & remote sensing, Data assimilation
- Type
- New model or method
- Method
- CNN / U-Net
- Time scale
- 0–6 h
- Domain
- Regional
- Data
- Satellite, Radar
- Status
- Research
- Identifiers
- DOI:10.1002/essoar.10504858.1 OpenAlex:W3195057889
- Added
- 2026-10-22
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