Data assimilation in the geosciences: An overview of methods, issues, and perspectives

A Carrassi, M Bocquet, L Bertino… - Wiley Interdisciplinary …, 2018 - Wiley Online Library
We commonly refer to state estimation theory in geosciences as data assimilation (DA). This
term encompasses the entire sequence of operations that, starting from the observations of a …

A review of operational methods of variational and ensemble‐variational data assimilation

RN Bannister - Quarterly Journal of the Royal Meteorological …, 2017 - Wiley Online Library
Variational and ensemble methods have been developed separately by various research
and development groups and each brings its own benefits to data assimilation. In the last …

The High-Resolution Rapid Refresh (HRRR): An hourly updating convection-allowing forecast model. Part I: Motivation and system description

DC Dowell, CR Alexander, EP James… - Weather and …, 2022 - journals.ametsoc.org
Abstract The High-Resolution Rapid Refresh (HRRR) is a convection-allowing
implementation of the Advanced Research version of the Weather Research and …

Data assimilation

K Law, A Stuart, K Zygalakis - Cham, Switzerland: Springer, 2015 - Springer
A central research challenge for the mathematical sciences in the twenty-first century is the
development of principled methodologies for the seamless integration of (often vast) data …

The twentieth century reanalysis project

GP Compo, JS Whitaker… - Quarterly Journal of …, 2011 - Wiley Online Library
Abstract The Twentieth Century Reanalysis (20CR) project is an international effort to
produce a comprehensive global atmospheric circulation dataset spanning the twentieth …

[图书][B] Rank issues

G Evensen, G Evensen - 2009 - Springer
It is in the previous chapters stated that the EnKF analysis scheme may have problems in
cases where the number of measurements is larger than the number of members in the …

The ensemble Kalman filter: Theoretical formulation and practical implementation

G Evensen - Ocean dynamics, 2003 - Springer
The purpose of this paper is to provide a comprehensive presentation and interpretation of
the Ensemble Kalman Filter (EnKF) and its numerical implementation. The EnKF has a large …

[图书][B] Optimal estimation of dynamic systems

JL Crassidis, JL Junkins - 2004 - taylorfrancis.com
Most newcomers to the field of linear stochastic estimation go through a difficult process in
understanding and applying the theory. This book minimizes the process while introducing …

Efficient data assimilation for spatiotemporal chaos: A local ensemble transform Kalman filter

BR Hunt, EJ Kostelich, I Szunyogh - Physica D: Nonlinear Phenomena, 2007 - Elsevier
Data assimilation is an iterative approach to the problem of estimating the state of a
dynamical system using both current and past observations of the system together with a …

[HTML][HTML] Review of the ensemble Kalman filter for atmospheric data assimilation

PL Houtekamer, F Zhang - Monthly Weather Review, 2016 - journals.ametsoc.org
Review of the Ensemble Kalman Filter for Atmospheric Data Assimilation in: Monthly
Weather Review Volume 144 Issue 12 (2016) Jump to Content Jump to Main Navigation …