MLPP Publications

Peer-reviewed papers

Wijnands, J., et al. 2025: A comparison of stretched-grid and limited-area modelling for data-driven regional weather forecasting, https://arxiv.org/abs/2507.18378.

Nipen, T., et al., 2025: Regional data-driven weather modeling with a global stretched-grid, Artificial Intelligence for the Earth Systems, in review.

Miralles, O., et al. 2025: Deep Learning for Operational High-Resolution Nowcasting in Switzerland Using Graph Neural Networks, https://arxiv.org/abs/2509.00017.

Winkler, J. and M. Denhard, 2025: Arnoldi Singular Vector perturbations for machine learning weather prediction, https://arxiv.org/abs/2506.22450 .

Talks / Posters

“It's The End Of The World As We Know It (And I Feel Fine)", J. Kristiansen, ECMWF Annual seminar, 4 April 2025.

Anemoi: A New Collaborative Framework for Data-driven Weather Forecasting, Prieto Nemesio, A., Nerini, D., Wijnands, J., Nipen, T., and Chantry, M., EGU General Assembly 2025, Vienna, Austria, 27 Apr–2 May 2025, EGU25-19431, https://doi.org/10.5194/egusphere-egu25-19431, 2025.

EXCLAIM Symposium (2-4 June 25):

• Multi-domain dynamical graph training of Bris for high-resolution on-demand forecasts, Sophie Burrmann et al., Talk
• Meteorological analysis of a high-resolution deep-learning weather prediction model for windstorms, Francesco Pasquini et al., Talk
• Comparative Analysis of Deterministic Neural Weather Prediction: Limited Area Modeling vs. Stretched-Grid, Bastien François et al. , Poster

“It's The End Of The World As We Know It (And I Feel Fine)", J. Kristiansen, Meteo France, internal seminar, 22 June 2025.

Frameworks for AI in meteorological services: Anemoi, H. Theissen, E-AI Summer Workshop: Products and Services, Offenbach, Germany, 7 July–11 July 2025, https://www.eumetnet-ai.eu/2025/workshop3/, 2025.

Data-driven (Regional) Weather Forecasting - Updates from the ECMWF Machine Learning Pilot Project, K.Ehlert, E-AI Summer Workshop: Products and Services, Offenbach, Germany, 7 July–11 July 2025, https://www.eumetnet-ai.eu/2025/workshop3/, 2025.

Workshop Machine Learning for Earth System Modelling (August 2025):

• Multi-domain dynamical graph training of Bris for high-resolution on-demand forecasts, Sophie Burrmann et al., Talk
• Comparative Verification of Deterministic ML Weather Prediction Models: Limited Area Modeling vs. Stretched-Grid Approaches over Europe, Maurice Schmeits, Talk
• Assessing the ability of a stretched-grid deep learning weather prediction model to learn the physics of wind storms, Francesco Pasquini, Talk
• The AIFS: ECMWF’s data-driven weather forecasting system, Mario Santa Cruz et al. , Talk

Anemoi: A New Collaborative Framework for Data-driven Weather Forecasting, Wijnands, J. and Jacob, M. and the Anemoi team, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-15, https://doi.org/10.5194/ems2025-15, 2025.

Anemoi: A framework for data-driven weather models, Nerini, D., Zanetta, F., Artificial Intelligence for Weather and Climate Autumn School 2025, Trento, Italy, 27 Oct–30 Oct 2025, https://dsip.fbk.eu/events/aiwcas2025/ , 2025.

A firstlook at MeteoSwiss' Machine Learning Weather Forecasting Emulator, A. Pennino at Météo-France's AI days, Febuary 2025.

Forecast skill of regional AI weather models: a comparison of stretched grid and limited area designs, D. Van den Bleeken et al.,  at VerAI2025 workshop, 24 June 2025, www.met.reading.ac.uk/~pt904209/VerAI2025/, 2025.

Building a Sustainable European Collaboration for Machine Learning in Weather Forecasting, Jørn Kristiansen, Katrin Ehlert, Oliver Fuhrer, Victoria Bennett, Matthew Chantry, submitted to AMS 2026.