Online Model Error Correction With Neural Networks in the Incremental 4D‐Var Framework

Abstract Recent studies have demonstrated that it is possible to combine machine learning with data assimilation to reconstruct the dynamics of a physical model partially and imperfectly observed. The surrogate model can be defined as an hybrid combination where a physical model based on prior knowl...

Full description

Bibliographic Details
Main Authors: Alban Farchi, Marcin Chrust, Marc Bocquet, Patrick Laloyaux, Massimo Bonavita
Format: Article
Language:English
Published: American Geophysical Union (AGU) 2023-09-01
Series:Journal of Advances in Modeling Earth Systems
Subjects:
Online Access:https://doi.org/10.1029/2022MS003474