A surrogate-based approach to nonlinear, non-Gaussian joint state-parameter data assimilation

John Maclean, Elaine T Spiller

Many recent advances in sequential assimilation of data into nonlinear high-dimensional models are modifications to particle filters which employ efficient searches of a high-dimen…