Combined Optimization of Dynamics and Assimilation with End-to-End Learning on Sparse Observations

Vadim Zinchenko, David S. Greenberg

Fitting nonlinear dynamical models to sparse and noisy observations is fundamentally challenging. Identifying dynamics requires data assimilation (DA) to estimate system states, bu…