The role of space-based observations for groundwater resource monitoring over Africa
Africa is particularly vulnerable to climate change impacts, which threatens food security,
ecosystem protection and restoration initiatives, and fresh water resources availability and …
ecosystem protection and restoration initiatives, and fresh water resources availability and …
[PDF][PDF] Deep learning based modeling of groundwater storage change
The understanding of water resource changes and a proper projection of their future
availability are necessary elements of sustainable water planning. Monitoring GWS change …
availability are necessary elements of sustainable water planning. Monitoring GWS change …
Reconstruction of GRACE data on changes in total water storage over the global land surface and 60 basins
Abstract Launched in May 2018, the Gravity Recovery and Climate Experiment Follow‐On
mission (GRACE‐FO)—the successor of the erstwhile GRACE mission—monitors changes …
mission (GRACE‐FO)—the successor of the erstwhile GRACE mission—monitors changes …
Long‐term (1979‐present) total water storage anomalies over the global land derived by reconstructing GRACE data
Abstract The Gravity Recovery and Climate Experiment (GRACE) mission has monitored
global total water storage anomalies (TWSA) with an unprecedented accuracy since 2002 …
global total water storage anomalies (TWSA) with an unprecedented accuracy since 2002 …
Bayesian convolutional neural networks for predicting the terrestrial water storage anomalies during GRACE and GRACE-FO gap
The monthly terrestrial water storage anomaly (TWSA) observations during the gap period
between the Gravity Recovery and Climate Experiment (GRACE) satellite and its Follow-On …
between the Gravity Recovery and Climate Experiment (GRACE) satellite and its Follow-On …
Reconstruction of GRACE total water storage through automated machine learning
Abstract The Gravity Recovery and Climate Experiment (GRACE) satellite mission and its
follow‐on, GRACE‐FO, have provided unprecedented opportunities to quantify the impact of …
follow‐on, GRACE‐FO, have provided unprecedented opportunities to quantify the impact of …
Forecasting spatio-temporal dynamics on the land surface using earth observation data—A review
Reliable forecasts on the impacts of global change on the land surface are vital to inform the
actions of policy and decision makers to mitigate consequences and secure livelihoods …
actions of policy and decision makers to mitigate consequences and secure livelihoods …
Spatiotemporal changes of terrestrial water storage and possible causes in the closed Qaidam Basin, China using GRACE and GRACE Follow-On data
L Wei, S Jiang, L Ren, H Tan, W Ta, Y Liu, X Yang… - Journal of …, 2021 - Elsevier
Terrestrial water storage (TWS) is a crucial indicator of regional water balance and water
resources changes. Due to limited hydrological observations, we combined the Gravity …
resources changes. Due to limited hydrological observations, we combined the Gravity …
[HTML][HTML] GTWS-MLrec: global terrestrial water storage reconstruction by machine learning from 1940 to present
Terrestrial water storage (TWS) includes all forms of water stored on and below the land
surface, and is a key determinant of global water and energy budgets. However, TWS data …
surface, and is a key determinant of global water and energy budgets. However, TWS data …
An assimilated deep learning approach to identify the influence of global climate on hydrological fluxes
The rapid acceleration of the global water cycle caused by changes in global climate trigger
complex processes that make conventional machine learning techniques limited in …
complex processes that make conventional machine learning techniques limited in …