Author

M. J. Roberts

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#explainable ai Open access Sep 2026

Unravelling the role of increased model resolution in simulating surface temperature fields using explainable AI

A convolutional neural network classifier combined with explainable AI is employed to assess the role of resolution in simulating winter surface temperature fields in an ensemble of 17 control climate simulations with varying oceanic and atmospheric resolutions, highlighting the central role of ocean resolution in shap...

Simon L. L. Michel, Kristian Strommen, J. Kröger et al. · Artificial Intelligence for... · 0 citations

Open access Aug 2026

Multi-decadal high-resolution historical simulations with the ECMWF global atmosphere model

This paper describes an ensemble of global atmosphere reference simulations covering the period 1980 to 2023 produced with the European Centre for Medium-Range Weather Forecasts (ECMWF) Integrated Forecasting System (IFS). The resulting dataset consists of 6-hourly three-dimensional global outputs from higher- and lowe...

M. Aengenheyster, Christopher D. Roberts, Razvan Aguridan et al. · Scientific Data · 1 citation