Multilevel ensemble Kalman filtering

by Håkon Hoel, Kody J.H. Law,, Raul Tempone
Year: 2016

Bibliography

Håkon Hoel, Kody J. H. Law, Raul Tempone, "Multilevel ensemble Kalman filtering"SIAM Journal on Numerical Analysis, Volume 54 no.3, (2016). 1813–1839

Abstract

​This work embeds a multilevel Monte Carlo (MLMC) sampling strategy into the Monte Carlo step of the ensemble Kalman filter (ENKF), thereby yielding a multilevel ensemble Kalman filter (MLENKF) which has provably superior asymptotic cost to a given accuracy level. The theoretical results are illustrated numerically.
 

1095-7170

Keywords

Multilevel ensemble Kalman filtering