Deep Learning to Estimate Model Biases in an Operational NWP Assimilation System
Author:
Affiliation:
1. European Centre for Medium‐Range Weather Forecasts Reading UK
2. Nvidia Corporation Santa Clara CA USA
Funder
Royal Society
Publisher
American Geophysical Union (AGU)
Subject
General Earth and Planetary Sciences,Environmental Chemistry,Global and Planetary Change
Link
https://onlinelibrary.wiley.com/doi/pdf/10.1029/2022MS003016
Reference58 articles.
1. A review of forecast error covariance statistics in atmospheric variational data assimilation. I: Characteristics and measurements of forecast error covariances
2. A review of forecast error covariance statistics in atmospheric variational data assimilation. II: Modelling the forecast error covariance statistics
3. Generalized inversion of a global numerical weather prediction model
4. The evolution of the ECMWF hybrid data assimilation system
5. Machine Learning for Model Error Inference and Correction
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