no code implementations • 6 Mar 2024 • Alban Farchi, Marcin Chrust, Marc Bocquet, Massimo Bonavita
In this article, we propose to develop a model error correction for the operational Integrated Forecasting System (IFS) of the European Centre for Medium-Range Weather Forecasts using a neural network.
no code implementations • 25 Oct 2022 • Alban Farchi, Marcin Chrust, Marc Bocquet, Patrick Laloyaux, Massimo Bonavita
Data assimilation is used to estimate the system state from the observations, while machine learning computes a surrogate model of the dynamical system based on those estimated states.