Systematic Bias Correction in Ocean Mesoscale Forecasting Using Machine Learning

Abstract The ocean circulation is modulated by meandering currents and eddies. Forecasting their evolution is a key target of operational models, but their forecast skill remains limited. We propose a machine learning approach that improves the output of an ocean circulation model by learning and pr...

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Bibliographic Details
Main Authors: Guangpeng Liu, Annalisa Bracco, Julien Brajard
Format: Article
Language:English
Published: American Geophysical Union (AGU) 2023-11-01
Series:Journal of Advances in Modeling Earth Systems
Subjects:
Online Access:https://doi.org/10.1029/2022MS003426