Covariance resampling for particle filter – state and parameter estimation for soil hydrology

<p>Particle filters are becoming increasingly popular for state and parameter estimation in hydrology. One of their crucial parts is the resampling after the assimilation step. We introduce a resampling method that uses the full weighted covariance information calculated from the ensemble to g...

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Bibliographic Details
Main Authors: D. Berg, H. H. Bauser, K. Roth
Format: Article
Language:English
Published: Copernicus Publications 2019-02-01
Series:Hydrology and Earth System Sciences
Online Access:https://www.hydrol-earth-syst-sci.net/23/1163/2019/hess-23-1163-2019.pdf