paper
2024
Observations & remote sensing
New model or method
CNN / U-NetColorado State University (incl. CIRA)NSF NCAR / UCAR Journal
2024-01-01
047
Jan 2024
Wenyuan Li, Hao-Nan Chen, Lei Han et al.
IEEE Transactions on Geoscience and Remote Sensing
Colorado State University (incl. CIRA), NSF NCAR / UCAR
A 3-D convolutional StarNet fuses polarimetric radar volumes with gauge labels and physical height priors to improve hourly rainfall estimates, reaching MAE 1.55 mm and CC 0.92.
StarNet: A Deep Learning Model for Enhancing Polarimetric Radar Quantitative Precipitation Estimation
In one sentence. A 3-D convolutional StarNet fuses polarimetric radar volumes with gauge labels and physical height priors to improve hourly rainfall estimates, reaching MAE 1.55 mm and CC 0.92.
Labels
- Topic
- Observations & remote sensing
- Type
- New model or method
- Method
- CNN / U-Net
- Domain
- Regional
- Data
- Radar, Station / in-situ
- Status
- Research
- Identifiers
- DOI:10.1109/tgrs.2024.3426532 OpenAlex:W4400526030
- Added
- 2026-10-22
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