Deep learning for subgrid-scale turbulence modeling in large-eddy simulations of the atmospheric boundary layer

Yu Cheng1, Marco Giometto2, Pit Kauffmann3, Ling Lin3, Chen Cao3, Cody Zupnick3, Harold Li1, Qi Li4, Ryan Abernathey5 and Pierre Gentine1, (1)Department of Earth and Environmental Engineering, Columbia University, New York, NY, United States, (2)Department of Civil Engineering and Engineering Mechanics, Columbia University, New York, NY, United States, (3)Columbia University, Capstone Project at Data Science Institute, New York, NY, United States, (4)Cornell University, School of Civil and Environmental Engineering, Ithaca, NY, United States, (5)Department of Earth and Environmental Sciences, Columbia University, Palisades, NY, United States