Particle Kalman Filtering: A Nonlinear Bayesian Framework for Ensemble Kalman Filters

Ibrahim Hoteit, Xiaodong Luo, Dinh-Tuan Pham

This paper investigates an approximation scheme of the optimal nonlinear Bayesian filter based on the Gaussian mixture representation of the state probability distribution function…