Session 5A Data-Driven Weather Modeling II: Innovations in Global Modeling

Tuesday, 14 January 2025: 8:30 AM-10:00 AM
339 (New Orleans Ernest N. Morial Convention Center)
Host: 24th Conference on Artificial Intelligence for Environmental Science
Cochairs:
Daniel Alexander Rothenberg; Christina E. Kumler, CIRA, Boulder, CO and Thomas M. Hamill

Papers:
8:30 AM
5A.1
AIFS – ECMWF’s Data-Driven Forecasting System
Matthew Chantry, ECMWF, Reading, OXF, United kingdom; and S. Lang, M. Alexe, J. Dramsch, B. Raoult, M. Clare, M. Santa Cruz, S. Hahner, R. Adewoyin, F. Pinault, A. Prieto Nemesio, G. Moldovan, L. Magnusson, Z. Ben Bouallegue, S. Tietsche, E. M. Pinnington, J. Schloer, A. Brown, F. Pappenberger, and F. Rabier

8:45 AM
5A.2
GenCast: Diffusion-based Ensemble Forecasting for Medium-range Weather
Ilan Price, Google DeepMind, London, London, United kingdom; and A. Sanchez-Gonzalez, F. Alet, T. R. Andersson, A. El-Kadi, D. Masters, T. Ewalds, J. Stott, S. Mohamed, P. Battaglia, R. Lam, and M. Willson

9:00 AM
5A.3
Observation-driven Machine Learning Forecasts of Global Weather
Ryan Keisler, Brightband, San Francisco, CA; and G. Dresdner, J. Bieker, H. Mohrmann, D. Rothenberg, J. Green, A. McGovern, and J. Minsk

9:15 AM
5A.4
Aurora: A Foundation Model of the Atmosphere
Paris Perdikaris, Microsoft Research, Amsterdam, NH, Netherlands; and J. Gupta

9:30 AM
5A.5
NVIDIA Earth-2: 2024 AI Research Highlights Spanning Emulation, Forecasting, Huge Ensembles, Downscaling & Data Assimilation.
Karthik Kashinath, NVIDIA Research, Santa Clara, CA; and M. Pritchard, N. D. Brenowitz, J. Pathak, Y. Cohen, P. Garg, S. Ravuri, D. R. Durran, T. Ge, A. Subramaniam, B. Bonev, T. Kurth, M. Mardani, A. Vahdat, D. M. Hall, and S. Posey

9:45 AM
5A.6
Operationally Ready High-resolution Global Precipitation Nowcasting
Shreya Agrawal, Google, Mountain View, CA; Google, Mountain View, CA; 1600 Amphitheatre Parkway, Mountain View, CA; and M. Alewi Hassen, D. Li, S. Potes, S. Merchant, F. Zyda, B. Babenko, O. Graham, T. Russell, E. Brempong, S. Rasp, N. Kalchbrenner, P. Gupta, J. Hickey, and A. Bell

Recorded Presentation
- Indicates paper has been withdrawn from meeting
- Indicates an Award Winner
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