Session 18D Applications of Artificial Intelligence in Tropical Cyclones and Tropical Meteorology IV

Friday, 10 May 2024: 10:45 AM-12:15 PM
Seaview Ballroom (Hyatt Regency Long Beach)
Host: 36th Conference on Hurricanes and Tropical Meteorology
Cochairs:
Jonathan Martinez, Colorado State Univ., Atmospheric Science, Fort Collins, CO and Matthew Onderlinde, CIRA/CSU, Miami, Fort Collins, FL

Papers:
10:45 AM
18D.1
Evaluation of Tropical Cyclones in Global Data-Driven Forecasting Models
Michael Maier-Gerber, ECMWF, Bonn, NW, Germany; and L. Magnusson and M. Chantry

11:00 AM
18D.2
Advancing Hurricane Forecasting: Model Utilizing Transformers Trained on MERRA2 and ERA5 Data
ANKUR KUMAR, THE UNIVERSITY OF ALABAMA IN HUNTSVILLE, HUNTSVILLE, AL; and U. S. Nair, S. Roy, and R. Ramachandran

11:15 AM
18D.3
Improved Subseasonal Prediction of South Asian Monsoon Rainfall Using Data-Driven Forecasts of Oscillatory Modes
Eviatar Bach, California Institute of Technology, Pasadena, CA; and V. Krishnamurthy, S. Mote, J. Shukla, A. S. Sharma, E. Kalnay, and M. Ghil

11:30 AM
18D.4
Downscaling and Bias Correction of Extreme Tropical Cyclone Rainfall in ERA5 Using Deep Learning
Guido Ascenso, Politecnico di Milano, Milano, MI, Italy; and A. Ficchì, M. Giuliani, E. Scoccimarro, and A. Castelletti

11:45 AM
18D.5
Data-Driven Equation Discovery of a Parameterization for Tropical Precipitation
Tom Georges Beucler, University of Lausanne, Lausanne, VD, Switzerland; and J. Lecuyer, F. Ahmed, J. D. Neelin, and H. Moss

12:00 PM
18D.6
Forecasting the Sudden Turning Tracks of Tropical Cyclones Using a Causality-Based and Internal Dynamics-Informed AI Model
X. San Liang, Fudan University, Shanghai, China; Southern Marine Laboratory, Zhuhai, Guangdong, China; and Y. Rong

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