J8 Living in a Changing Environment: Applications of Artificial Intelligence and Machine Learning for Weather Forecasting

Tuesday, 30 January 2024: 4:30 PM-6:00 PM
Johnson AB (Hilton Baltimore Inner Harbor)
Hosts: (Joint between the Second Symposium on the Future of Weather, Forecasting, and Practice; and the 23rd Conference on Artificial Intelligence for Environmental Science )
Cochairs:
Andrei Evbuoma, NOAA; Erik S. Pytlak and Kyle A. Hilburn

This session topic will include joint sessions on AI and weather forecasting. How will AI advance weather forecasting capabilities across the weather enterprise? We are soliciting an array of abstracts on the topic and welcome submissions related to, but not limited to, purely data-driven forecasting, AI-NWP hybrid applications, and AI-based post processing for forecasting applications.

Papers:
4:30 PM
J8.1
The Key Role of AI in the Future of Weather Forecasting
Amy McGovern, NSF AI Institute for Research on Trustworthy AI in Weather, Climate, and Coastal Oceanography Univ. of Oklahoma (AI2ES), Norman, OK

4:45 PM
J8.2
A (Unique) Peak into the Future: Prognosticating the Meteorological Landscape
Cory J. Demko, CACI, Arlington, VA

Handout (5.3 MB)

5:00 PM
J8.3
RainForests: A Machine-Learning Approach to Calibrating NWP Precipitation Forecasts
Belinda Trotta, BoM, Melbourne, VIC, Australia; and B. Owen, J. Liu, G. Weymouth, T. Gale, T. Hume, A. Schubert, J. Canvin, D. Mentiplay, and J. Whelan

5:15 PM
J8.4
Development of a Prediction Method for Weather Types using a Deep Neural Network
Kazuki Tanaka, Japan Meteorological Agency, Tsukuba, Japan; and T. T. Sekiyama

5:30 PM
J8.5
Using Machine Learning to Improve 10-m Wind Forecasts in the Winter – Toward an Improved WSSI Forecast
Marshall Romanick Baldwin, CAPS, Norman, OK; and N. A. Snook, K. A. Brewster, and P. Spencer

5:45 PM
J8.6
FogNet-V2: Multi-view Tensorized Transformer for Coastal Fog Forecasting
Hamid kamangir, Texas A&M Univ.-Corpus Christi, Corpus Christi, TX; Texas A&M Univ.-Corpus Christi, Corpus Christi, TX; and E. Krell, W. G. Collins, P. Tissot, S. A. King, and D. J. J. Gagne II

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- Indicates paper has been withdrawn from meeting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