[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 …

Groundwater level forecasting with machine learning models: A review

KBW Boo, A El-Shafie, F Othman, MMH Khan… - Water Research, 2024 - Elsevier
Groundwater, the world's most abundant source of freshwater, is rapidly depleting in many
regions due to a variety of factors. Accurate forecasting of groundwater level (GWL) is …

[HTML][HTML] Groundwater level prediction using an improved SVR model integrated with hybrid particle swarm optimization and firefly algorithm

S Samantaray, A Sahoo, F Baliarsingh - Cleaner Water, 2024 - Elsevier
The demand for water resources has increased due to rapid increase of metropolitan areas
brought on by growth in population and industrialisation. In addition, the groundwater …

[HTML][HTML] Groundwater level prediction with machine learning to support sustainable irrigation in water scarcity regions

W Li, MM Finsa, KB Laskey, P Houser, R Douglas-Bate - Water, 2023 - mdpi.com
Predicting groundwater levels is challenging, especially in regions of water scarcity where
data availability is often limited. However, these regions have substantial water needs and …

A secondary modal decomposition ensemble deep learning model for groundwater level prediction using multi-data

X Cui, Z Wang, N Xu, J Wu, Z Yao - Environmental Modelling & Software, 2024 - Elsevier
Groundwater level (GWL) prediction is important for ecological protection and resource
utilization; it helps in formulating policies for artificial groundwater recharge, modifying the …

[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 …

[HTML][HTML] Long-term trend analysis of extreme climate in Sarawak tropical peatland under the influence of climate change

Z Sa'adi, ZM Yaseen, AA Farooque… - Weather and Climate …, 2023 - Elsevier
Extreme climate is one of the important variables which determine the capability of tropical
peatland to act as either carbon sink and/or carbon source. The purpose of this study is to …

Groundwater Level forecasting using machine learning: a case study of the Baekje Weir in Four Major Rivers Project, South Korea

S Yi, GM Kondolf, S Sandoval Solis… - Water Resources …, 2024 - Wiley Online Library
Understanding the impact of human‐made structures on groundwater levels is essential,
with structures like dams or weirs presenting unique challenges and opportunities for study …

[HTML][HTML] A critical review on groundwater level depletion monitoring based on GIS and data-driven models: Global perspectives and future challenges

MM Monir, SC Sarker, ARMT Islam - HydroResearch, 2024 - Elsevier
The present study aims to thoroughly review GWL depletion monitoring studies completed
between 2000 and 2023 based on data-driven models and GIS approaches from a global …

[HTML][HTML] Relevance of Machine Learning Techniques in Water Infrastructure Integrity and Quality: A Review Powered by Natural Language Processing

J García, A Leiva-Araos, E Diaz-Saavedra, P Moraga… - Applied Sciences, 2023 - mdpi.com
Water infrastructure integrity, quality, and distribution are fundamental for public health,
environmental sustainability, economic development, and climate change resilience …