A Next-Generation Snow Albedo Parameterization for Climate Modeling using Constrained Machine Learning

Andrew Charbonneau, Katherine Deck, Tapio Schneider

We demonstrate a data-driven parameterization for snow albedo using a constrained neural differential equation that directly predicts a range of snow albedo tendencies from standar…