Building Tangent‐Linear and Adjoint Models for Data Assimilation With Neural Networks

Author:

Hatfield Sam1ORCID,Chantry Matthew2ORCID,Dueben Peter1ORCID,Lopez Philippe1,Geer Alan1ORCID,Palmer Tim2

Affiliation:

1. European Centre for Medium‐Range Weather Forecasts Reading UK

2. Atmospheric, Oceanic and Planetary Physics, University of Oxford Oxford UK

Funder

European Commission

Office of Naval Research Global

Publisher

American Geophysical Union (AGU)

Subject

General Earth and Planetary Sciences,Environmental Chemistry,Global and Planetary Change

Reference35 articles.

1. Neural network uncertainty assessment using Bayesian statistics with application to remote sensing: 3. Network Jacobians;Aires F.;Journal of Geophysical Research,2004

2. The "weight smoothing" regularization of MLP for Jacobian stabilization

3. EnKF and Hybrid Gain Ensemble Data Assimilation. Part II: EnKF and Hybrid Gain Results

4. Bonavita M. Trémolet Y. Hólm E. Lang STK. Chrust M. Janiskova M.et al. (2017). A Strategy for Data Assimilation Tech. Rep.https://doi.org/10.21957/tx1epjd2p

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