Weather forecasting

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This page is part of the Climate Change AI Wiki, which aims provide resources at the intersection of climate change and machine learning.

ML is a suitable tool for making short-term weather predictions^[1] based on the observed initial conditions, and post-processing the output from weather models^[2].

Background Readings

Conferences, Journals, and Professional Organizations

Libraries and Tools

Data

Future Directions

Relevant Groups and Organizations

References

↑ Düben, Peter; Modigliani, Umberto; Geer, Alan; Siemen, Stephan; Pappenberger, Florian; Bauer, Peter; Brown, Andy; Palkovic, Martin; Raoult, Baudouin (2021). "Machine learning at ECMWF: A roadmap for the next 10 years". www.ecmwf.int. Retrieved 2021-01-25.
↑ Rasp, Stephan; Lerch, Sebastian (2018-11-01). "Neural Networks for Postprocessing Ensemble Weather Forecasts". Monthly Weather Review. 146 (11): 3885–3900. doi:10.1175/MWR-D-18-0187.1. ISSN 1520-0493.

[1] Düben, Peter; Modigliani, Umberto; Geer, Alan; Siemen, Stephan; Pappenberger, Florian; Bauer, Peter; Brown, Andy; Palkovic, Martin; Raoult, Baudouin (2021). "Machine learning at ECMWF: A roadmap for the next 10 years". www.ecmwf.int. Retrieved 2021-01-25.

[2] Rasp, Stephan; Lerch, Sebastian (2018-11-01). "Neural Networks for Postprocessing Ensemble Weather Forecasts". Monthly Weather Review. 146 (11): 3885–3900. doi:10.1175/MWR-D-18-0187.1. ISSN 1520-0493.

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