Adaptive Localization for Tropical Cyclones With Satellite Radiances in an Ensemble Kalman Filter

Adaptive Localization for Tropical Cyclones With Satellite Radiances in an Ensemble Kalman Filter

One important aspect of successfully implementing an ensemble Kalman filter (EnKF) in a high dimensional geophysical application is covariance localization. But for satellite radiances whose vertical locations are not well defined, covariance localization is not straightforward. The global group fil...

Full description

Bibliographic Details
Main Authors:	Chen Wang, Lili Lei, Zhe-Min Tan, Kekuan Chu
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2020-02-01
Series:	Frontiers in Earth Science
Subjects:	satellite radiance data assimilation (DA) tropical cyclone (TC) adaptive localization ensemble Kalman filter (EnKF)
Online Access:	https://www.frontiersin.org/article/10.3389/feart.2020.00039/full

Similar Items

The Effect of Assimilating AMSU-A Radiance Data from Satellites and Large-Scale Flows from GFS on Improving Tropical Cyclone Track Forecast
by: Zhijuan Lai, et al.
Published: (2022-11-01)

Data Assimilation in Spatio-Temporal Models with Non-Gaussian Initial States—The Selection Ensemble Kalman Model
by: Maxime Conjard, et al.
Published: (2020-08-01)

Online Nonlinear Bias Correction in Ensemble Kalman Filter to Assimilate GOES‐R All‐Sky Radiances for the Analysis and Prediction of Rapidly Developing Supercells
by: Krishnamoorthy Chandramouli, et al.
Published: (2022-03-01)

Adaptive Localization for Satellite Radiance Observations in an Ensemble Kalman Filter
by: Lili Lei, et al.
Published: (2020-08-01)

A hybrid nudging-ensemble Kalman filter approach to data assimilation. Part I: application in the Lorenz system
by: Lili Lei, et al.
Published: (2012-05-01)

Towards the assimilation of all-sky microwave radiances from the SAPHIR humidity sounder in a limited area NWP model over tropical regions
by: Jérémy Guerbette, et al.
Published: (2016-01-01)

Comparison of AUV Position Estimation Using Kalman Filter, Ensemble Kalman Filter and Fuzzy Kalman Filter Algorithm in the Specified Trajectories
by: Ngatini Ngatini, et al.
Published: (2022-04-01)

Model‐Space Localization in Serial Ensemble Filters
by: Anna Shlyaeva, et al.
Published: (2019-06-01)

A hybrid nudging-ensemble Kalman filter approach to data assimilation. Part II: application in a shallow-water model
by: Lili Lei, et al.
Published: (2012-05-01)

Desensitized Ensemble Kalman Filtering for Induction Motor Estimation
by: Xiao-Liang Yang, et al.
Published: (2019-01-01)

Fetal Electrocardiogram Extraction from the Mother’s Abdominal Signal Using the Ensemble Kalman Filter
by: Sadaf Sarafan, et al.
Published: (2022-04-01)

Building a Better Forecast: Reformulating the Ensemble Kalman Filter for Improved Applications to Volcano Deformation
by: J. A. Albright, et al.
Published: (2023-01-01)

A Novel Data Sampling Driven Kalman Filter Is Designed by Combining the Characteristic Sampling of UKF and the Random Sampling of EnKF
by: Tipo Cui, et al.
Published: (2022-02-01)

Improving the spin-up of regional EnKF for typhoon assimilation and forecasting with Typhoon Sinlaku (2008)
by: Eugenia Kalnay, et al.
Published: (2013-09-01)

Analog Ensemble Methods for Improving Satellite-Based Intensity Estimates of Tropical Cyclones
by: William E. Lewis, et al.
Published: (2021-06-01)

Hydrometeorological Forecast of a Typical Watershed in an Arid Area Using Ensemble Kalman Filter
by: Ganchang He, et al.
Published: (2022-12-01)

Coupled Calculation of Soil Moisture Content and PML Model Based on Data Assimilation in the Hetao Irrigation District
by: Hao Duan, et al.
Published: (2024-03-01)

The Impact of Stochastic Physics-Based Hybrid GSI/EnKF Data Assimilation on Hurricane Forecasts Using EMC Operational Hurricane Modeling System
by: Zhan Zhang, et al.
Published: (2020-07-01)

Impacts of Spatiotemporal Gaps in Satellite Soil Moisture Data on Hydrological Data Assimilation
by: Khaled Mohammed, et al.
Published: (2023-01-01)

Rainfall Simulations of Typhoon Morakot with Controlled Translation Speed Based on EnKF Data Assimilation
by: Tzu-Hsiung Yen, et al.
Published: (2011-01-01)

A method for estimating yield of maize inbred lines by assimilating WOFOST model with Sentinel-2 satellite data
by: Junyi Liu, et al.
Published: (2023-09-01)

An Improved Approach of Winter Wheat Yield Estimation by Jointly Assimilating Remotely Sensed Leaf Area Index and Soil Moisture into the WOFOST Model
by: Wen Zhuo, et al.
Published: (2023-03-01)

Satellite Radiance Data Assimilation Using the WRF-3DVAR System for Tropical Storm Dianmu (2021) Forecasts
by: Thippawan Thodsan, et al.
Published: (2022-06-01)

DMANet_KF: Tropical Cyclone Intensity Estimation Based on Deep Learning and Kalman Filter From Multispectral Infrared Images
by: Wenjun Jiang, et al.
Published: (2023-01-01)

Scale-dependent background-error covariance localisation
by: Mark Buehner, et al.
Published: (2015-12-01)

Characterization of three-dimensional channel reservoirs using ensemble Kalman filter assisted by principal component analysis
by: Byeongcheol Kang, et al.
Published: (2019-09-01)

On the Efficiency of Covariance Localisation of the Ensemble Kalman Filter Using Augmented Ensembles
by: Alban Farchi, et al.
Published: (2019-02-01)

Assimilation of Wheat and Soil States into the APSIM-Wheat Crop Model: A Case Study
by: Yuxi Zhang, et al.
Published: (2021-12-01)

Benefit of vertical localization for sea surface temperature assimilation in isopycnal coordinate model
by: Yiguo Wang, et al.
Published: (2022-12-01)

Soil Moisture Data Assimilation in MISDc for Improved Hydrological Simulation in Upper Huai River Basin, China
by: Zhenzhou Ding, et al.
Published: (2022-10-01)

Validation of Ensemble-Based Probabilistic Tropical Cyclone Intensity Change
by: Ryan D. Torn, et al.
Published: (2021-03-01)

Validation and Parameter Sensitivity Tests for Reconstructing Swell Field Based on an Ensemble Kalman Filter
by: Xuan Wang, et al.
Published: (2016-11-01)

Improvements in tropical cyclone forecasting through ensemble prediction system at NCMRWF in India
by: Anumeha Dube, et al.
Published: (2020-06-01)

Appraisal of Data Assimilation Techniques for Dynamical Downscaling of the Structure and Intensity of Tropical Cyclones
by: Pampi Malakar, et al.
Published: (2020-02-01)

Comparison of Assimilating All-Sky and Clear-Sky Satellite Radiance for Typhoon Chan-Hom and Nangka Forecasts
by: Jingnan Wang, et al.
Published: (2020-06-01)

Optimising assimilation of sea ice concentration in an Earth system model with a multicategory sea ice model
by: M. Kimmritz, et al.
Published: (2018-01-01)

The Impact of Aerosols on Satellite Radiance Data Assimilation Using NCEP Global Data Assimilation System
by: Shih-Wei Wei, et al.
Published: (2021-03-01)

A Multi‐Timescale EnOI‐Like High‐Efficiency Approximate Filter for Coupled Model Data Assimilation
by: X. Yu, et al.
Published: (2019-01-01)

Changes in Tropical Cyclone Disasters Over China During 2001–2020
by: Ying Li, et al.
Published: (2023-06-01)

Determining Tropical Cyclone Center and Rainband Size in Geostationary Satellite Imagery
by: Yanyang Hu, et al.
Published: (2022-07-01)