Model uncertainty estimation using the expectation maximization algorithm and a particle flow filter

María Magdalena Lucini, Peter Jan van Leeuwen, Manuel Pulido

Model error covariances play a central role in the performance of data assimilation methods applied to nonlinear state-space models. However, these covariances are largely unknown…