paper
2023
Observations & remote sensing
New model or method
CNN / U-NetNOAA (incl. GFDL, PSL, GSL, NCEP/EMC)University of Oklahoma (AI2ES) Journal
2023-02-16
047
Feb 2023
Andrew P. Osborne, Jian Zhang, Micheal J. Simpson et al.
Artificial Intelligence for the Earth Systems
NOAA (incl. GFDL, PSL, GSL, NCEP/EMC), University of Oklahoma (AI2ES)
CNN corrects MRMS radar precipitation estimates over complex western US terrain, beating radar QPE on several atmospheric river events in a year-long evaluation.
Application of Machine Learning Techniques to Improve Multi-Radar Multi-Sensor (MRMS) Precipitation Estimates in the Western United States
In one sentence. CNN corrects MRMS radar precipitation estimates over complex western US terrain, beating radar QPE on several atmospheric river events in a year-long evaluation.
Labels
- Topic
- Observations & remote sensing
- Type
- New model or method
- Method
- CNN / U-Net
- Domain
- Regional
- Data
- Radar, Station / in-situ
- Status
- Pre-operational / experimental
- Identifiers
- DOI:10.1175/aies-d-22-0053.1 OpenAlex:W4321071162
- Added
- 2026-10-22
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