I am interested in the interface between next generation climate simulation and machine learning. My main focus is on accelerating cloud resolving climate simulations using physics informed machine learning. I am also interested in reinforcement learning approaches to climate model calibration, understanding the limits of autoregressive weather simulations trained on observational data, and AI-assisted low-latency analysis of large high-resolution climate simulation datasets.
Ankur Mahesh, William D. Collins, Boris Bonev, Noah Brenowitz, Yair Cohen, Joshua Elms, Peter Harrington, Karthik Kashinath, Thorsten Kurth, Joshua North, Travis O'Brian, Mike Pritchard, David Pruitt, Mark Risser, Shashank Subramanian, Jared Willard
Ankur Mahesh, William D. Collins, Boris Bonev, Noah Brenowitz, Yair Cohen, Peter Harrington, Karthik Kashinath, Thorsten Kurth, Joshua North, Travis O'Brian, Mike Pritchard, David Pruitt, Mark Risser, Shashank Subramanian, Jared Willard