Derivation of Ensemble Kalman-Bucy Filters with unbounded nonlinear coefficients
Probability
2021-11-29 v3
Abstract
We provide a rigorous derivation of the Ensemble Kalman-Bucy Filter as well as the Ensemble Transform Kalman-Bucy Filter in case of nonlinear, unbounded model and observation operators. We identify them as the continuous time limit of the discrete-time Ensemble Kalman Filter and the Ensemble Square Root Filters, respectively, together with concrete convergence rates in terms of the discretization step size. Simultaneously, we establish well-posedness as well as accuracy of both the continuous-time and the discrete-time filtering algorithms.
Keywords
Cite
@article{arxiv.2012.07572,
title = {Derivation of Ensemble Kalman-Bucy Filters with unbounded nonlinear coefficients},
author = {Theresa Lange},
journal= {arXiv preprint arXiv:2012.07572},
year = {2021}
}
Comments
More detailed literature reviews and modified structure of results to enhance readability