Auto-differentiable data assimilation: Co-learning of states, dynamics, and filtering algorithms

Melissa Adrian, Daniel Sanz-Alonso, Rebecca Willett

Data assimilation algorithms estimate the state of a dynamical system from partial observations, where the successful performance of these algorithms hinges on costly parameter tun…