Deep Learning for Subgrid-Scale Turbulence Modeling in Large-Eddy Simulations of the Convective Atmospheric Boundary Layer

Yu Cheng1, Marco Giovanni Giometto2, Pit Kauffmann3, Ling Lin3, Chen Cao3, Cody Zupnick3, Harold Li4, Qi Li5, Yu Huang6, Ryan Abernathey7 and Pierre Gentine8, (1)Harvard University, Department of Earth and Planetary Sciences, Cambridge, MA, United States, (2)Columbia University, Department of Civil Engineering and Engineering Mechanics, New York, United States, (3)Columbia University, Capstone Project at Data Science Institute, New York, NY, United States, (4)Department of Earth and Environmental Engineering, Columbia University, New York, NY, United States, (5)Cornell University, Civil and Environmental Engineering, Ithaca, NY, United States, (6)Columbia University, Earth and Environmental Engineering, New York, United States, (7)Lamont-Doherty Earth Observatory, Palisades, NY, United States, (8)Columbia University, Department of Earth and Environmental Engineering, New York, NY, United States