Downscaling inversion of GRACE-derived groundwater storage changes based on ensemble learning

Downscaling inversion of GRACE-derived groundwater storage changes based on ensemble learning

Gravity Recovery and Climate Experiment (GRACE) satellite data monitors changes in terrestrial water storage, including groundwater, at a regional scale. However, the coarse spatial resolution limits its applicability to small watershed areas. This study introduces a novel ensemble learning-based mo...

Full description

Bibliographic Details
Main Authors:	Pengao Li, Haiyang Yu, Peng Zhou, Ping Zhang, Ruili Wang
Format:	Article
Language:	English
Published:	Taylor & Francis Group 2023-12-01
Series:	International Journal of Digital Earth
Subjects:	grace gravity satellites ensemble learning model groundwater reserve ‘7.20’ henan rainstorm
Online Access:	http://dx.doi.org/10.1080/17538947.2023.2242316

Similar Items

GRACE Downscaler: A Framework to Develop and Evaluate Downscaling Models for GRACE
by: Sarva T. Pulla, et al.
Published: (2023-04-01)

Monitoring the Catastrophic Flood With GRACE-FO and Near-Real-Time Precipitation Data in Northern Henan Province of China in July 2021
by: Cuiyu Xiao, et al.
Published: (2023-01-01)

Providing Enhanced Insights into Groundwater Exchange Patterns through Downscaled GRACE Data
by: Jianchong Sun, et al.
Published: (2024-02-01)

A New Spatiotemporal Estimator to Downscale GRACE Gravity Models for Terrestrial and Groundwater Storage Variations Estimation
by: Farzam Fatolazadeh, et al.
Published: (2022-11-01)

Downscaling Simulation of Groundwater Storage in the Beijing, Tianjin, and Hebei Regions of China Based on GRACE Data
by: Jianchong Sun, et al.
Published: (2023-03-01)

Impact of Uncertainty Estimation of Hydrological Models on Spectral Downscaling of GRACE-Based Terrestrial and Groundwater Storage Variation Estimations
by: Mehdi Eshagh, et al.
Published: (2023-08-01)

Estimation of the Center of Mass of GRACE-Type Gravity Satellites
by: Zhiyong Huang, et al.
Published: (2022-08-01)

A dynamical downscaling method of groundwater storage changes using GRACE data
by: Jianchong Sun, et al.
Published: (2023-12-01)

Monitoring Groundwater Change in California’s Central Valley Using Sentinel-1 and GRACE Observations
by: Zhen Liu, et al.
Published: (2019-10-01)

Enhanced Understanding of Groundwater Storage Changes under the Influence of River Basin Governance Using GRACE Data and Downscaling Model
by: Jianchong Sun, et al.
Published: (2022-09-01)

Monitoring Groundwater Variations from Satellite Gravimetry and Hydrological Models: A Comparison with in-situ Measurements in the Mid-Atlantic Region of the United States
by: Ruya Xiao, et al.
Published: (2015-01-01)

Coastal aquifer recharge and groundwater–seawater exchanges using downscaled GRACE data: case study of the Djeffara plain (Libya–Tunisia)
by: Gonçalvès, Julio, et al.
Published: (2021-09-01)

Analysis on the Return Period of “7.20” Rainstorm in the Xiaohua Section of the Yellow River in 2021
by: Shuangyan Jin, et al.
Published: (2022-08-01)

Analysis of Spatiotemporal Groundwater-Storage Variations in China from GRACE
by: Fangfang Liu, et al.
Published: (2021-08-01)

Bayesian Model Averaging Ensemble Approach for Multi-Time-Ahead Groundwater Level Prediction Combining the GRACE, GLEAM, and GLDAS Data in Arid Areas
by: Ting Zhou, et al.
Published: (2022-12-01)

Modeling of GRACE-Derived Groundwater Information in the Colorado River Basin
by: Md Mafuzur Rahaman, et al.
Published: (2019-02-01)

When climate variability partly compensates for groundwater depletion: An analysis of the GRACE signal in Morocco
by: Hamza Ouatiki, et al.
Published: (2022-08-01)

One-degree resolution mascon solution over Antarctic derived from GRACE Level-2 data
by: Wei Wang, et al.
Published: (2023-02-01)

Two Decades of Terrestrial Water Storage Changes in the Tibetan Plateau and Its Surroundings Revealed through GRACE/GRACE-FO
by: Longwei Xiang, et al.
Published: (2023-07-01)

On-Orbit Calibration of the KBR Antenna Phase Center of GRACE-Type Gravity Satellites
by: Zhiyong Huang, et al.
Published: (2022-07-01)

GRACE—Gravity Data for Understanding the Deep Earth’s Interior
by: Mioara Mandea, et al.
Published: (2020-12-01)

Spatiotemporal Variations and Sustainability Characteristics of Groundwater Storage in North China from 2002 to 2022 Revealed by GRACE/GRACE Follow-On and Multiple Hydrologic Data
by: Wei Qu, et al.
Published: (2024-03-01)

GRACE Satellite-Based Analysis of Spatiotemporal Evolution and Driving Factors of Groundwater Storage in the Black Soil Region of Northeast China
by: Shan Wang, et al.
Published: (2023-01-01)

Filtering GRACE temporal gravity field solutions using ensemble empirical mode decomposition approach
by: Changmin Huan, et al.
Published: (2023-03-01)

Groundwater Storage Changes in the Major North African Transboundary Aquifer Systems during the GRACE Era (2003–2016)
by: Frédéric Frappart
Published: (2020-09-01)

Application of remote sensing techniques to deal with scale aspects of GRACE data to quantify groundwater levels
by: Durga Prasad Panday, et al.
Published: (2023-01-01)

Impacts of FY-4A GIIRS Water Vapor Channels Data Assimilation on the Forecast of “21·7” Extreme Rainstorm in Henan, China with CMA-MESO
by: Ruoying Yin, et al.
Published: (2022-11-01)

Groundwater Storage Variations in the Main Karoo Aquifer Estimated Using GRACE and GPS
by: Hussein A. Mohasseb, et al.
Published: (2023-10-01)

GRNN Model for prediction of groundwater fluctuation in the state of Uttarakhand of India using GRACE data under limited bore well data
by: Dilip Kumar, et al.
Published: (2021-05-01)

Monitoring of Ground Movement and Groundwater Changes in London Using InSAR and GRACE
by: Vivek Agarwal, et al.
Published: (2020-12-01)

Groundwater Storage Changes Derived from GRACE and GLDAS on Smaller River Basins—A Case Study in Poland
by: Zofia Rzepecka, et al.
Published: (2020-03-01)

GRACE-derived ice-mass loss spread over Greenland
by: Nahavandchi H., et al.
Published: (2015-10-01)

Quantifying Multi-Source Uncertainties in GRACE-Based Estimates of Groundwater Storage Changes in Mainland China
by: Quanzhou Li, et al.
Published: (2023-05-01)

Automated Dynamic Mascon Generation for GRACE and GRACE-FO Harmonic Processing
by: Yara Mohajerani, et al.
Published: (2021-08-01)

Revealing the water vapor transport during the Henan “7.20” heavy rainstorm based on ERA5 and Real-Time GNSS
by: Yuhao Wu, et al.
Published: (2024-06-01)

Earth’s Time-Variable Gravity from GRACE Follow-On K-Band Range-Rates and Pseudo-Observed Orbits
by: Igor Koch, et al.
Published: (2021-05-01)

Predicting Changes in Spatiotemporal Groundwater Storage Through the Integration of Multi-Satellite Data and Deep Learning Models
by: Jae Young Seo, et al.
Published: (2021-01-01)

Groundwater Depletion Signals in the Beqaa Plain, Lebanon: Evidence from GRACE and Sentinel-1 Data
by: Elias C. Massoud, et al.
Published: (2021-03-01)

Is groundwater running out in the Western Cape, South Africa? Evaluating GRACE data to assess groundwater storage during droughts
by: Ritshidze Nenweli, et al.
Published: (2024-04-01)

Progress and prospect of GRACE Mascon product and its application
by: Lan Zhang, et al.
Published: (2022-01-01)