Introducing Regularization Constraints Into Combination of GRACE Monthly Terrestrial Water Storage Changes

Abstract Gravity Recovery and Climate Experiment (GRACE) observation data processed by various institutions yields somewhat different spherical harmonic solutions, which are further used to derive terrestrial water storage (TWS) changes. Combining TWS solutions from different institutions helps to refine the effective signal while removing noise. This study investigates regularization constraints in the context of TWS fusion to enhance the resulting estimates. The considered constraints are Tikhonov regularization of different orders, as well as minimization of month‐to‐month year‐to‐year double differences (MYDD), and triple differences (MYTD). Different accuracy and signal evaluation approaches are implemented for both individual and combined solutions. Compared to individual solutions and unregularized combinations, the regularized TWS combined solutions demonstrate lower noise levels. Among them, the second‐order Tikhonov regularization performs slightly better than other constraints, providing lower noise levels. This study offers a novel perspective for exploring GRACE‐based TWS combination methodologies.

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Publication Details

Journal
Geophysical Research Letters
Published
2026-03-31
DOI
https://doi.org/10.1029/2026gl121643
Primary Topic
Geophysics and Gravity Measurements
Type
article
Field-Weighted Citation Impact
0.00

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article

Introducing Regularization Constraints Into Combination of GRACE Monthly Terrestrial Water Storage Changes

P. Ditmar, Jiangjun Ran, Ke Qian, Wei You
Geophysical Research Letters
Geophysics and Gravity Measurements
article

Introducing Regularization Constraints Into Combination of GRACE Monthly Terrestrial Water Storage Changes

P. Ditmar, Jiangjun Ran, Ke Qian, Wei You
article en

Abstract

Abstract Gravity Recovery and Climate Experiment (GRACE) observation data processed by various institutions yields somewhat different spherical harmonic solutions, which are further used to derive terrestrial water storage (TWS) changes. Combining TWS solutions from different institutions helps to refine the effective signal while removing noise. This study investigates regularization constraints in the context of TWS fusion to enhance the resulting estimates. The considered constraints are Tikhonov regularization of different orders, as well as minimization of month‐to‐month year‐to‐year double differences (MYDD), and triple differences (MYTD). Different accuracy and signal evaluation approaches are implemented for both individual and combined solutions. Compared to individual solutions and unregularized combinations, the regularized TWS combined solutions demonstrate lower noise levels. Among them, the second‐order Tikhonov regularization performs slightly better than other constraints, providing lower noise levels. This study offers a novel perspective for exploring GRACE‐based TWS combination methodologies.

Geophysical Research LettersVol. 53(7)
Southern University of Science and Technology (CN), Southwest Jiaotong University (CN), Delft University of Technology (NL)
National Natural Science Foundation of China
Climate action
Openalex Percentile: Top 29%
Geophysics and Gravity Measurements
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Introducing Regularization Constraints Into Combination of GRACE Monthly Terrestrial Water Storage Changes — P. Ditmar, Jiangjun Ran, et al. · Geophysical Research Letters (2026) | TGRS Research Map | TGRS