Applying an ensemble Kalman filter to the assimilation of AERONET observations in a global aerosol transport model

Applying an ensemble Kalman filter to the assimilation of AERONET observations in a global aerosol transport model

Show other versions (1)

We present a global aerosol assimilation system based on an Ensemble Kalman filter, which we believe leads to a significant improvement in aerosol fields. The ensemble allows realistic, spatially and temporally variable model covariances (unlike other assimilation schemes). As the analyzed variables...

Full description

Bibliographic Details
Main Authors:	Schutgens, N, Miyoshi, T, Takemura, T, Nakajima, T
Format:	Journal article
Language:	English
Published:	2010

Similar Items

Applying an ensemble Kalman filter to the assimilation of AERONET observations in a global aerosol transport model
by: Schutgens, N, et al.
Published: (2009)

Applying an ensemble Kalman filter to the assimilation of AERONET observations in a global aerosol transport model
by: N. A. J. Schutgens, et al.
Published: (2010-03-01)

Sensitivity tests for an ensemble Kalman filter for aerosol assimilation
by: Schutgens, N, et al.
Published: (2010)

Sensitivity tests for an ensemble Kalman filter for aerosol assimilation
by: Schutgens, N, et al.
Published: (2010)

Investigating the assimilation of CALIPSO global aerosol vertical observations using a four-dimensional ensemble Kalman filter
by: Y. Cheng, et al.
Published: (2019-11-01)

Applying a local Ensemble transform Kalman filter assimilation system to the NICAM-SPRINTARS model
by: Dai, T, et al.
Published: (2013)

Sensitivity of aerosol to assumed optical properties over Asia using a global aerosol model and AERONET
by: Goto, D, et al.
Published: (2011)

Sensitivity of aerosol to assumed optical properties over Asia using a global aerosol model and AERONET
by: Goto, D, et al.
Published: (2011)

An aerosol assimilation system based on SPRINTARS and LETKF
by: Schutgens, N, et al.
Published: (2009)

B110 An aerosol assimilation system for GOSAT
by: Schutgens, N, et al.
Published: (2008)

A162 Applying a Local Ensemble Transform Kalman Filter Assimilation System to the NICAM-SPRINTARS model
by: Dai, T, et al.
Published: (2012)

Estimating Aerosol Emissions by Assimilating Remote Sensing Observations into a Global Transport Model
by: Schutgens, N, et al.
Published: (2012)

Data assimilation : the ensemble Kalman filter /
by: 304740 Evensen, Geir
Published: (2007)

An ensemble Kalman filter-based ocean data assimilation system improved by adaptive observation error inflation (AOEI)
by: S. Ohishi, et al.
Published: (2022-12-01)

Site representativity of AERONET and GAW remotely sensed aerosol optical thickness and absorbing aerosol optical thickness observations
by: N. A. J. Schutgens
Published: (2020-06-01)

Extending ensemble Kalman filter algorithms to assimilate observations with an unknown time offset
by: E. Gorokhovsky, et al.
Published: (2023-02-01)

An ensemble Kalman-Bucy filter for continuous data assimilation
by: Kay Bergemann, et al.
Published: (2012-06-01)

Weighted ensemble transform Kalman filter for image assimilation
by: Sebastien Beyou, et al.
Published: (2013-01-01)

Global Aerosol Classification Based on Aerosol Robotic Network (AERONET) and Satellite Observation
by: Jianyu Lin, et al.
Published: (2021-03-01)

A Flow‐Dependent Targeted Observation Method for Ensemble Kalman Filter Assimilation Systems
by: Yanling Wu, et al.
Published: (2020-07-01)

Operational hydrological data assimilation with the recursive ensemble Kalman filter
by: H. K. McMillan, et al.
Published: (2013-01-01)

A comparison of assimilation results from the ensemble Kalman Filter and a reduced-rank extended Kalman Filter
by: X. Zang, et al.
Published: (2003-01-01)

Improvement of aerosol optical properties modeling over Eastern Asia with MODIS AOD assimilation in a global non-hydrostatic icosahedral aerosol transport model.
by: Dai, T, et al.
Published: (2014)

A Multi‐Model Ensemble Kalman Filter for Data Assimilation and Forecasting
by: Eviatar Bach, et al.
Published: (2023-01-01)

An ensemble Kalman filter data assimilation system for the whole neutral atmosphere
by: D. Koshin, et al.
Published: (2020-07-01)

Ensemble Kalman Filter Data Assimilation into the Surface Flux Transport Model to Infer Surface Flows: An Observing System Simulation Experiment
by: Soumyaranjan Dash, et al.
Published: (2024-01-01)

Assimilation of surface observations in a transient marine ice sheet model using an ensemble Kalman filter
by: F. Gillet-Chaulet
Published: (2020-03-01)

A simpler formulation of forecast sensitivity to observations: application to ensemble Kalman filters
by: Eugenia Kalnay, et al.
Published: (2012-10-01)

An Evapotranspiration Assimilation Method Based on Ensemble Kalman Filter and À Trous Wavelet
by: Shaohui Chen, et al.
Published: (2013-01-01)

Paleoclimate data assimilation with CLIMBER-X: An ensemble Kalman filter for the last deglaciation.
by: Ahmadreza Masoum, et al.
Published: (2024-01-01)

An Ensemble Kalman Filter for severe dust storm data assimilation over China
by: C. Lin, et al.
Published: (2008-06-01)

Assimilating high-resolution winds from a Doppler lidar using an ensemble Kalman filter with lateral boundary adjustment
by: Masahiro Sawada, et al.
Published: (2015-03-01)

Assimilating aerosol optical properties related to size and absorption from POLDER/PARASOL with an ensemble data assimilation system
by: A. Tsikerdekis, et al.
Published: (2021-02-01)

A New Data Assimilation Scheme: The Space-Expanded Ensemble Localization Kalman Filter
by: Hongze Leng, et al.
Published: (2013-01-01)

Assimilation of ground-based GNSS data using a local ensemble Kalman filter
by: Changliang Shao, et al.
Published: (2024-09-01)

Data assimilation by combining ABAQUS with ensemble Kalman filter and its application to geotechnical engineering
by: Ding Wang, et al.
Published: (2024-09-01)

Assimilation of Dynamic Combined Finite Discrete Element Methods Using the Ensemble Kalman Filter
by: Humberto C. Godinez, et al.
Published: (2021-03-01)

Water Level Simulation in River Network by Data Assimilation Using Ensemble Kalman Filter
by: Yifan Chen, et al.
Published: (2023-02-01)

Electron radiation belt data assimilation with an ensemble Kalman filter relying on the Salammbô code
by: S. A. Bourdarie, et al.
Published: (2012-06-01)

Data assimilation using a climatologically augmented local ensemble transform Kalman filter
by: Matthew Kretschmer, et al.
Published: (2015-05-01)