MB
Massimo Bonavita
cs.LGstat.MLphysics.ao-phstat.APphysics.data-an
On Valency
published · living versionsW_gb6px6je·v1 · currentpublished
Batched NN 4D-Var: a performant hybrid model framework for the Integrated Forecasting System
with Alban Farchi, Marcin Chrust, Marc Bocquet, Wei Pan +1
1 version
Preprints & journals
9 papers in the corpus · 2020–2026WP-MIP: An Artificial Intelligence, Hybrid, and Physically Based Model Intercomparison Project for Weather Prediction2604.16643v2 · Ron McTaggart-Cowan, Linus Magnusson, Inna Polichtchouk et al.2026 · 2 citationsMcTaggart-Cowan, R., and Coauthors, 2026: WP-MIP: An Artificial Intelligence, Hybrid, and Physically Based Model Intercomparison Project for Weather Prediction. Bull. Amer. Meteor. Soc., , BAMS-D-26-0012.1
Error in ERA5 2m Temperature identified using GraphCast2601.04701v1 · Hannah M. Christensen, Jack Barker, Bobby Antonio et al.2026 · 0 citationsarXiv
Development of an offline and online hybrid model for the Integrated Forecasting System2403.03702v2 · Alban Farchi, Marcin Chrust, Marc Bocquet et al.2024 · 12 citationsarXiv
On some limitations of data-driven weather forecasting models2309.08473v2 · Massimo Bonavita2023 · 7 citationsarXiv
Online model error correction with neural networks in the incremental 4D-Var framework2210.13817v1 · Alban Farchi, Marcin Chrust, Marc Bocquet et al.2022 · 42 citationsarXiv
Estimating Model Error Covariances with Artificial Neural Networks2209.11510v1 · Massimo Bonavita, Patrick Laloyaux2022 · 0 citationsarXiv
A comparison of combined data assimilation and machine learning methods for offline and online model error correction2107.11114v2 · Alban Farchi, Marc Bocquet, Patrick Laloyaux et al.2021 · 53 citationsarXiv
Exploring the structure of time-correlated model errors in the ECMWF Data Assimilation System2105.09776v1 · Massimo Bonavita2021 · 8 citationsarXiv
Using machine learning to correct model error in data assimilation and forecast applications2010.12605v2 · Alban Farchi, Patrick Laloyaux, Massimo Bonavita et al.2020 · 155 citationsarXiv
Career total: 104 works. 9 are in this corpus.
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