An ensemble Kalman filter with rescaling disaggregation for assimilating terrestrial water storage into hydrological models

An ensemble Kalman filter with rescaling disaggregation for assimilating terrestrial water storage into hydrological models

Abstract Assimilating satellite-based Terrestrial Water Storage (TWS) observations can improve the vertical summation of water storage states in hydrological models. However, it can degrade individual storage compartments or hydrological fluxes, limiting the applicability of TWS Data Assimilation (D...

Full description

Saved in:

Bibliographic Details
Main Authors:	Leire Retegui-Schiettekatte, Maike Schumacher, Fan Yang, Henrik Madsen, Ehsan Forootan
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-08-01
Series:	Scientific Reports
Online Access:	https://doi.org/10.1038/s41598-025-13602-2
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Space-based natural and human-induced water storage change quantification
by: Maike Schumacher, et al.
Published: (2025-05-01)

A Monte Carlo Propagation of the Full Variance‐Covariance of GRACE‐Like Level‐2 Data With Applications in Hydrological Data Assimilation and Sea‐Level Budget Studies
by: Fan Yang, et al.
Published: (2024-09-01)

Near‐Real‐Time Monitoring of Global Terrestrial Water Storage Anomalies and Hydrological Droughts
by: Shaoxing Mo, et al.
Published: (2025-04-01)

Application of Ensemble Kalman Filter With Covariance Localization in Data Assimilation of Radiation Belt Electrons
by: Yuan Lei, et al.
Published: (2025-06-01)

Evaluation on the Quasi‐Realistic Ionospheric Prediction Using an Ensemble Kalman Filter Data Assimilation Algorithm
by: Jianhui He, et al.
Published: (2020-03-01)

Assimilating Space‐Based Thermospheric Neutral Density (TND) Data Into the TIE‐GCM Coupled Model During Periods With Low and High Solar Activity
by: Mona Kosary, et al.
Published: (2024-04-01)

A hybrid data assimilation method based on real-time Ensemble Kalman filtering and KNN for COVID-19 prediction
by: SongTao Zhang, et al.
Published: (2025-01-01)

Impact of the Ensemble Kalman Filter Based Coupled Data Assimilation System on Seasonal Prediction of Indian Summer Monsoon Rainfall
by: Sagar V. Gade, et al.
Published: (2022-08-01)

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 snow water equivalent from AMSR2 and IMS satellite data utilizing the local ensemble transform Kalman filter
by: J. Lee, et al.
Published: (2024-12-01)

Multi-Person Fall Detection Using Data Assimilation Method With Kalman Filter
by: Jinmo Yang, et al.
Published: (2025-01-01)

Impacts of the Assimilation of Radar Radial Velocity Data Using the Ensemble Kalman Filter (EnKF) on the Analysis and Forecast of Typhoon Lekima (2019)
by: Jiping Guan, et al.
Published: (2025-06-01)

Real-Time Transient Data Assimilation in Pipe Networks Using an Extended Kalman filter
by: Jiawei Ye, et al.

A Null Space Sensitivity Analysis for Hydrological Data Assimilation with Ensemble Methods
by: Nick Martin, et al.
Published: (2025-04-01)

ESTIMATION OF THIRD FINGER MOTION USING ENSEMBLE KALMAN FILTER
by: Teguh Herlambang, et al.
Published: (2022-09-01)

Development of Surface Data Assimilation Using Simplified Extended Kalman Filter in AROME Model in Hungary
by: Helga Tóth, et al.
Published: (2025-06-01)

Improving Treatment of Noise Specification of Kalman Filtering for State Updating of Hydrological Models: Combining the Strengths of the Interacting Multiple Model Method and Cubature Kalman Filter
by: Y. Sun, et al.
Published: (2023-07-01)

Application of the ensemble Kalman filter to unsteady inflow reconstruction for an axisymmetric body
by: Liwen Yan, et al.
Published: (2025-03-01)

Penalized ensemble Kalman filters for high dimensional non-linear systems.
by: Elizabeth Hou, et al.
Published: (2021-01-01)

Kalman filtering assimilated machine learning methods significantly improve the prediction performance of water quality parameters
by: Zhenyu Gao, et al.
Published: (2025-12-01)

Improving the Distributed Hydrological Model Performance in Upper Huai River Basin: Using Streamflow Observations to Update the Basin States via the Ensemble Kalman Filter
by: Yongwei Liu, et al.
Published: (2016-01-01)

State updating of the Xin'anjiang model: joint assimilating streamflow and multi-source soil moisture data via the asynchronous ensemble Kalman filter with enhanced error models
by: J. Gong, et al.
Published: (2025-01-01)

COMPARISON OF H-INFINITY AND ENSEMBLE KALMAN FILTER FOR ESTIMATING MOTION OF MIDDLE FINGER
by: Teguh Herlambang, et al.
Published: (2023-12-01)

State Estimation of a Packed-Bed Reactor Using Ensemble Kalman Filter
by: Masatoshi Yoshida, et al.
Published: (2025-12-01)

An Enhanced Adaptive Ensemble Kalman Filter for Autonomous Underwater Vehicle Integrated Navigation
by: Zeming Liang, et al.
Published: (2024-11-01)

A Kalman Filter-based Framework for Assimilating Remote Sensing Observations into a Surface Mass Balance Model
by: Oskar Herrmann, et al.

EFFICIENCY ANALYSIS OF EXTENDED KALMAN FILTERING, UNSCENTED KALMAN FILTERING AND UNSCENTED PARTICLE FILTERING
by: I. A. Kudryavtseva
Published: (2016-12-01)

Harnessing Generative Deep Learning for Enhanced Ensemble Data Assimilation
by: Ehsan Foroumandi, et al.
Published: (2025-07-01)

KalmanFormer: using transformer to model the Kalman Gain in Kalman Filters
by: Siyuan Shen, et al.
Published: (2025-01-01)

The Impacts of Assimilating Radar Reflectivity for the Analysis and Forecast of “21.7” Henan Extreme Rainstorm Within the Gridpoint Statistical Interpolation–Ensemble Kalman Filter System: Issues with Updating Model State Variables
by: Aiqing Shu, et al.
Published: (2025-01-01)

DIVING MOTION ESTIMATION OF REMOTELY OPERATED VEHICLE USING ENSEMBLE KALMAN FILTER AND H-INFINITY
by: Teguh Herlambang, et al.
Published: (2023-04-01)

Uji Performansi Ensemble Kalman Filter Untuk Mengurangi Noise Pengukuran Sensor Pada Robot
by: Barlian Henryranu Prasetio, et al.
Published: (2015-07-01)

An Efficient and Robust Estimation of Spatio‐Temporally Distributed Parameters in Dynamic Models by an Ensemble Kalman Filter
by: Yohei Sawada, et al.
Published: (2024-02-01)

Dual-Indexed Ensemble Kalman Filtering-Based Anti-Islanding Detection Methods for AC Microgrids
by: Sohaib Tahir Chauhdary, et al.
Published: (2024-01-01)

Toward Utilizing Similarity in Hydrologic Data Assimilation
by: Haksu Lee, et al.
Published: (2024-10-01)

Impact of INSAT‐3D land surface temperature assimilation via simplified extended Kalman filter‐based land data assimilation system on forecasting of surface fields over India
by: Abhishek Lodh, et al.
Published: (2024-11-01)

STABILITY ANALYSIS AND PERFORMANCE OF KALMAN FILTERING AND ROBUST KALMAN FILTERING ON UNCERTAIN CONTINUOUS-TIME SYSTEMS
by: Budi Rudianto, et al.
Published: (2025-04-01)

Joint estimation of hand-foot-mouth disease model and prediction in korea using the ensemble kalman filter.
by: Wasim Abbas, et al.
Published: (2025-04-01)

THE COMPARISON OF EXTENDED AND ENSEMBLE KALMAN FILTERS IN MODELING ENVIRONMENTAL POLLUTION INFLUENCES ON ACUTE RESPIRATORY INFECTION DYNAMICS (ISPA)
by: Yolanda Norasia, et al.
Published: (2025-04-01)

The ensemble transform Schmidt–Kalman filter: A novel method to compensate for observation uncertainty due to unresolved scales
by: Zackary Bell, et al.
Published: (2025-05-01)