English

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