ML4WX

Hybrid physics-ML & parameterization

An Improved Neural Network‐Based Scale‐Adaptive Cloud Fraction Scheme: Incorporation of Atmospheric Stability

Qinyu Fan, Guoxing Chen, Hongtao Yang, Wei‐Chyung Wang, Yanhong Gao, Guangtao Dong

Journal of Geophysical Research Atmospheres · · Fudan University (FuXi)

Paper

In one sentence. Adding atmospheric stability to a neural cloud fraction scheme cuts RMSE by 6.7–15.5% for cloud types and improves stratocumulus simulation in the FGOALS-f3-L GCM.

Labels

Topic
Hybrid physics-ML & parameterization
Type
New model or method
Method
Other
Domain
Global
Data
Satellite, Other
Status
Research
Identifiers
DOI:10.1029/2025jd044619 OpenAlex:W4416209040
Added
2026-10-22

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