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...
Main Authors: | , , , , |
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Format: | Article |
Language: | English |
Published: |
American Geophysical Union (AGU)
2023-09-01
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Series: | Journal of Advances in Modeling Earth Systems |
Subjects: | |
Online Access: | https://doi.org/10.1029/2022MS003474 |