Stochastic Parameterization of Column Physics using Generative Adversarial Networks

B. T. Nadiga, X. Sun, C. Nash

We demonstrate the use of a probabilistic machine learning technique to develop stochastic parameterizations of atmospheric column-physics. After suitable preprocessing of NASA's M…