Using machine learning to downscale coarse-resolution environmental variables for understanding the spatial frequency of convective storms

Hungjui Yu, Lander Ver Hoef, Kristen L. Rasmussen +1

Global climate models (GCMs), typically run at ~100-km resolution, capture large-scale environmental conditions but cannot resolve convection and cloud processes at kilometer scale…