Online Learning of Entrainment Closures in a Hybrid Machine Learning Parameterization

Abstract This work integrates machine learning into an atmospheric parameterization to target uncertain mixing processes while maintaining interpretable, predictive, and well‐established physical equations. We adopt an eddy‐diffusivity mass‐flux (EDMF) parameterization for the unified modeling of va...

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Bibliographic Details
Main Authors: Costa Christopoulos, Ignacio Lopez‐Gomez, Tom Beucler, Yair Cohen, Charles Kawczynski, Oliver R. A. Dunbar, Tapio Schneider
Format: Article
Language:English
Published: American Geophysical Union (AGU) 2024-11-01
Series:Journal of Advances in Modeling Earth Systems
Online Access:https://doi.org/10.1029/2024MS004485
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