[HTML][HTML] Applications of machine learning to water resources management: A review of present status and future opportunities

AA Ahmed, S Sayed, A Abdoulhalik, S Moutari… - Journal of Cleaner …, 2024 - Elsevier
Water is the most valuable natural resource on earth that plays a critical role in the socio-
economic development of humans worldwide. Water is used for various purposes, including …

Improving the resolution of GRACE data for spatio-temporal groundwater storage assessment

S Ali, D Liu, Q Fu, MJM Cheema, QB Pham… - Remote Sensing, 2021 - mdpi.com
Groundwater has a significant contribution to water storage and is considered to be one of
the sources for agricultural irrigation; industrial; and domestic water use. The Gravity …

A review of current capabilities and science gaps in water supply data, modeling, and trends for water availability assessments in the Upper Colorado River Basin

FD Tillman, NK Day, MP Miller, OL Miller, CA Rumsey… - Water, 2022 - mdpi.com
The Colorado River is a critical water resource in the southwestern United States, supplying
drinking water for 40 million people in the region and water for irrigation of 2.2 million …

Estimation of spatio-temporal groundwater storage variations in the Lower Transboundary Indus Basin using GRACE satellite

S Ali, Q Wang, D Liu, Q Fu, MM Rahaman, MA Faiz… - Journal of …, 2022 - Elsevier
Abstract In the Lower Transboundary Indus Basin (LTIB), excessive groundwater is being
consumed in combination with surface water to meet the increasing demand for irrigation …

[HTML][HTML] Groundwater level dynamics in a subtropical fan delta region and its future prediction using machine learning tools: sustainable groundwater restoration

S Mahammad, A Islam, PK Shit, ARMT Islam… - Journal of Hydrology …, 2023 - Elsevier
Abstract Study region The Damodar Fan Delta, West Bengal, India. Study focus The
depletion of groundwater resources worldwide is escalating due to its profuse demand for …

A machine learning approach for the estimation of total dissolved solids concentration in lake mead using electrical conductivity and temperature

GE Adjovu, H Stephen, S Ahmad - Water, 2023 - mdpi.com
Total dissolved solids (TDS) concentration determination in water bodies is sophisticated,
time-consuming, and involves expensive field sampling and laboratory processes. TDS …

How will baseflow respond to climate change in the Upper Colorado River Basin?

OL Miller, MP Miller, PC Longley… - Geophysical …, 2021 - Wiley Online Library
Baseflow is critical to sustaining streamflow in the Upper Colorado River Basin. Therefore,
effective water resources management requires estimates of baseflow response to climatic …

Evaluation of the temporal variations of groundwater storage and its interactions with climatic variables using GRACE data and hydrological models: A study from …

B Khorrami, O Gunduz - Hydrological Processes, 2021 - Wiley Online Library
Monitoring of the fluctuations of groundwater storage is particularly important in arid and
semi‐arid regions where water scarcity brings about various challenges. Remote sensing …

Impervious surfaces mapping at city scale by fusion of radar and optical data through a random forest classifier

B Shrestha, H Stephen, S Ahmad - Remote Sensing, 2021 - mdpi.com
Urbanization increases the amount of impervious surfaces, making accurate information on
spatial and temporal expansion trends essential; the challenge is to develop a cost-and …

An enhanced water storage deficit index (EWSDI) for drought detection using GRACE gravity estimates

B Khorrami, O Gunduz - Journal of Hydrology, 2021 - Elsevier
Accurate detection and monitoring of drought events are important particularly in arid and
semi-arid regions of the world. Gravity Recovery and Climate Experiment (GRACE) gravity …