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Machine Learning Emulation of Gravity Wave Drag in Numerical Weather Forecasting

We assess the value of machine learning as an accelerator for the parameterization schemes of operational weather forecasting systems, specifically the parameterization of nonorographic gravity wave drag. Emulators of this scheme can be trained to produce stable and accurate results up to seasonal f...

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Detalles Bibliográficos
Autores principales: Chantry, Matthew, Hatfield, Sam, Dueben, Peter, Polichtchouk, Inna, Palmer, Tim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8365632/
https://www.ncbi.nlm.nih.gov/pubmed/34434491
http://dx.doi.org/10.1029/2021MS002477