Session 3A AI Techniques for Extreme Weather and Risk Assessment

Monday, 7 January 2019: 2:00 PM-4:00 PM
North 124B (Phoenix Convention Center - West and North Buildings)
Host: 18th Conference on Artificial and Computational Intelligence and its Applications to the Environmental Sciences
Chair:
Carlos F. Gaitan, ClimateAI, San Francisco, CA

Papers:
2:00 PM
3A.1
Application of Artificial Intelligence in Lightning Detection and Nowcasting Using Polarimetric RADAR Data
Yunish Shrestha, University Of Oklahoma, Norman, OK; and Y. Zhang, R. J. Doviak, and P. W. Chan
Recorded Presentation

2:15 PM
3A.2
Probabilistic Detection of Extreme Weather Using Deep Learning Methods
Ankur Mahesh, LBNL, Berkeley, CA; and T. A. O'Brien, W. D. Collins, M. Prabhat, K. Kashinath, and M. Mudigonda
Recorded Presentation

2:30 PM
3A.3
An Updated Machine Learning Ensemble for Atlantic Tropical Cyclone Rapid Intensification Forecasting
Andrew Edward Mercer, Mississippi State University, Mississippi State, MS; and A. D. Grimes and K. M. Wood
Recorded Presentation

2:45 PM
3A.4
The Application of a Clustering Algorithm to Identify and Measure Tornado Swarms
Jim Tang, Unaffiliated, Walnut Creek, CA
Recorded Presentation

3:00 PM
3A.5
Self-Organizing Maps for Tornadic Near-Storm Environments of the Southeastern United States
Alexandra Anderson-Frey, CIMMS, Norman, OK; and Y. P. Richardson, A. R. Dean, R. L. Thompson, and B. T. Smith
Recorded Presentation

3:15 PM
3A.6
Improved Estimation of Hail Damage Integrating Radar and Ground Truth Data
Stan Biryukov, Understory Weather, Madison, WI; and K. Jero, E. Hewitt, and A. Kubicek
Recorded Presentation

3:30 PM
3A.7
Coupling Convection-Allowing Model Guidance with Machine Learning for Day-Ahead Extreme Precipitation Outlooks
Gregory R. Herman, The Climate Corporation, Seattle, WA; and R. S. Schumacher
Recorded Presentation

3A.8
Short-Range Forecasting System of Extreme Weather Events

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