Awesome-Numerical-Weather-Prediction

This repository provides a curated list of numerical weather prediction methods.

Title	Paper	Code	Affiliation	Blog	YouTube
NeuralGCM1	Nature, arXiv	GitHub	Google Research	Google Research Blog	YouTube video
SpeedyWeather.jl2	JOSS	GitHub	MIT		JuliaEO24 , JuliaCon 2023, JuliaCon 2022
KARINA3	arXiv		KIST
Aurora4			Microsoft	Blog
DeepRaNE5	Weather and Climate Extremes	GitHub	SNU

• Google MetNet3
• Skilful nowcasting of extreme precipitation with NowcastNet
• Google WeatherBench2
• The $10 trillion value of better information about the transient climate response
• Can deep learning beat numerical weather prediction?
• How AI is improving climate forecasts

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1. Kochkov, D., Yuval, J., Langmore, I., Norgaard, P., Smith, J., Mooers, G., Klöwer, M., Lottes, J., Rasp, S., Düben, P., & others (2024) Neural general circulation models for weather and climate. Nature, 1–7. ↩

2. Klöwer, M., Gelbrecht, M., Hotta, D., Willmert, J., Silvestri, S., Wagner, G.L., White, A., Hatfield, S., Kimpson, T., Constantinou, N.C., & Hill, C. (2024) SpeedyWeather.jl: Reinventing atmospheric general circulation models towards interactivity and extensibility. Journal of Open Source Software, 9, 6323. ↩

3. Cheon, M., Choi, Y.-H., Kang, S.-Y., Choi, Y., Lee, J.-G., & Kang, D. (2024) Karina: An efficient deep learning model for global weather forecast. arXiv preprint arXiv:2403.10555. ↩

4. Bodnar, C., Bruinsma, W., Lucic, A., Stanley, M., Brandstetter, J., Garvan, P., Riechert, M., Weyn, J., Dong, H., Vaughan, A., Gupta, J., Thambiratnam, K., Archibald, A., Heider, E., Welling, M., Turner, R., & Perdikaris, P. (2024) Aurora: A foundation model of the atmosphere ( No. MSR-TR-2024-16). Microsoft Research AI for Science. ↩

5. Oh, S.-G., Son, S.-W., Kim, Y.-H., Park, C., Ko, J., Shin, K., Ha, J.-H., & Lee, H. (2024) Deep learning model for heavy rainfall nowcasting in south korea. Weather and Climate Extremes, 44, 100652. ↩