4D-Var using Hessian approximation and backpropagation applied to automatically-differentiable numerical and machine learning models

Kylen Solvik, Stephen G. Penny, Stephan Hoyer

Constraining a numerical weather prediction (NWP) model with observations via 4D variational (4D-Var) data assimilation is often difficult to implement in practice due to the need…