Session 8A Data-Driven Weather Modeling III: Evaluation and Validation

Tuesday, 14 January 2025: 4:30 PM-6:00 PM
339 (New Orleans Ernest N. Morial Convention Center)
Host: 24th Conference on Artificial Intelligence for Environmental Science

Papers:
4:30 PM
8A.1
Perceptions and Performance of Global AI Models in the 2024 NOAA Hazardous Weather Testbed
Maria M. Madsen, University of Oklahoma, Norman, OK; NSF AI Institute for Research on Trustworthy AI in Weather, Climate, and Coastal Oceanography Univ. of Oklahoma (AI2ES), Norman, OK; AI2ES & University of Oklahoma, Norman, OK; and A. McGovern, A. J. Hill, J. Ripberger, D. R. Harrison, A. J. Clark, S. R. Ernst, and M. E. Baldwin

4:45 PM
8A.2
5:00 PM
8A.3
Tropical Cyclones and Low-Frequency Variability in Coupled Atmosphere-Ocean Simulations with a Parsimonious Deep Learning Model
Dale R. Durran, Univ. of Washington, Seattle, WA; and B. Liu, N. A. Cresswell-Clay, and Z. Liu

5:15 PM
8A.4
Are AI Data-Driven Weather Models Learning Atmospheric Physics? Initial Condition Sensitivity Analysis of Cyclone Xynthia.
Jorge Luis Bano Medina, SIO, San Diego, CA; and A. Sengupta, J. D. Doyle, C. A. Reynolds, D. Watson-Parris, and L. Delle Monache

5:30 PM
8A.5
What Do AIWP Models "Know" About Explosive Cyclogenesis?
Paul J. Roebber, Univ. of Wisconsin - Milwaukee, Milwaukee, WI; and Y. Low and J. R. Gyakum

5:45 PM
8A.6
A Comparison of Pure AI and Physics-Based Weather Prediction Precipitation Forecasts
Jacob T. Radford, NOAA/GSL, Boulder, CO; CIRA, Fort Collins, CO; and I. Ebert-Uphoff and J. Q. Stewart

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