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 …

An interpretable machine learning approach based on DNN, SVR, Extra Tree, and XGBoost models for predicting daily pan evaporation

A El Bilali, T Abdeslam, N Ayoub, H Lamane… - Journal of …, 2023 - Elsevier
Evaporation is an important hydrological process in the water cycle, especially for water
bodies. Machine Learning (ML) models have become accurate and powerful tools in …

[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] 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 …

Forecasting groundwater levels using a hybrid of support vector regression and particle swarm optimization

S Mozaffari, S Javadi, HK Moghaddam… - Water Resources …, 2022 - Springer
Forecasting the groundwater level is crucial to managing water resources supply
sustainably. In this study, a simulation–optimization hybrid model was developed to forecast …

[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 …

Prediction of groundwater level variations using deep learning methods and GMS numerical model

S Amiri, A Rajabi, S Shabanlou, F Yosefvand… - Earth Science …, 2023 - Springer
One of the key elements of the hydrogeological cycle and a variable used by many water
resource operating models is the variation in groundwater level (GWL). One of the biggest …

Using an ensemble machine learning model to delineate groundwater potential zones in desert fringes of East Esna-Idfu area, Nile valley, Upper Egypt

H Morgan, A Madani, HM Hussien, T Nassar - Geoscience Letters, 2023 - Springer
The effects of climate change and rapid population growth increase the demand for
freshwater, particularly in arid and hyper-arid environments, considering that groundwater is …

Novel hybrid models to enhance the efficiency of groundwater potentiality model

S Talukdar, J Mallick, SK Sarkar, SK Roy… - Applied Water …, 2022 - Springer
The present study aimed to create novel hybrid models to produce groundwater potentiality
models (GWP) in the Teesta River basin of Bangladesh. Six ensemble machine learning …

An efficient wastewater collection model for groundwater resource protection in smart cities

J Balamurugan, N Kasthuri, JS Sudarsan… - Groundwater for …, 2024 - Elsevier
Efficient wastewater collection is a critical concern in the development of smart cities, where
sustainable urban infrastructure is paramount. In the context of smart city wastewater …