Advances in the Use of Artificial Intelligence in Support of Aviation, Range, and Aerospace Meteorology


Description:

This session will focus on applications of artificial intelligence (AI) and machine learning (ML) to problems in ARAM research and operations. Topics may include the use of AI and ML algorithms in conjunction with data from observing systems and numerical weather models that can be applied to a wide variety of aviation and aerospace research and operational areas. Themes could include the use of AI/ML in current research endeavors, as well as the integration of AI/ML is operations for commercial and military aviation and range activities.


Papers:
Toward Trustworthy Wind and Turbulence Predictions for Advanced Air Mobility
Mounir CHRIT, University of North Dakota (UND), GRAND FORKS, ND; University of North Dakota, Grand Forks, ND; and M. Majdi

Exploring Additional Predictors to Improve Probabilistic Forecasting of Thunderstorms Using a 2-D Convolutional Neural Network (CNN)
Dean Calhoun, Purdue University, West Lafayette, IN; and M. B. Ba, K. Zigner, and J. E. Ghirardelli

Transfer Learning for the Canadian Airspace: Leveraging a Globally-Trained UNet Model to Create Enhanced Radar Depictions in Regional Domains
Kiley L. Yeakel, MIT Lincoln Laboratory, Lexington, MA; and P. M. Lamey, D. Morse, H. Iskenderian, and M. S. Veillette

ATMOSPHERIC TURBULENCE OBSERVATION AND SIMULATION
POHSIUNG LIN, Department of Atmospheric Sciences, National Taiwan University, Taipei, Taiwan; NTU (Natinoal Taiwan University), Taipei, Taipwan, Taiwan

Shallow and Deep Learning Techniques for Lightning and Cloud Electrification Prediction along the Space Coast
Brandon T. McClung, Air Force, Norman, OK; NSF AI Institute for Research on Trustworthy AI in Weather, Climate, and Coastal Oceanography, Norman, OK; and A. McGovern

Development of Localized Aviation MOS Program for Main Airports in South Korea
Jeonghoe Kim, Seoul National University, Seoul, South korea; and J. H. Kim

Submission Deadline: Thursday, 31 August 2023



See more of: 23rd Conference on Artificial Intelligence for Environmental Science
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