[HTML][HTML] Groundwater level prediction using machine learning models: A comprehensive review

H Tao, MM Hameed, HA Marhoon… - Neurocomputing, 2022 - Elsevier
Developing accurate soft computing methods for groundwater level (GWL) forecasting is
essential for enhancing the planning and management of water resources. Over the past two …

A new real-time groundwater level forecasting strategy: Coupling hybrid data-driven models with remote sensing data

Q Zhang, P Li, X Ren, J Ning, J Li, C Liu, Y Wang… - Journal of …, 2023 - Elsevier
Groundwater level forecasting is significantly crucial for the sustainable management of
water resources, especially for arid and semi-arid regions where groundwater resources are …

The effect of climate change on groundwater level and its prediction using modern meta-heuristic model

R Dehghani, HT Poudeh, Z Izadi - Groundwater for Sustainable …, 2022 - Elsevier
In recent years, climate change has led to the phenomenon of global warming and the
ensuing depletion of groundwater resources. Therefore, to prevent the depletion of …

Steady declining trend of groundwater table and severe water crisis in unconfined hard rock aquifers in extended part of Chota Nagpur Plateau, India

B Bera, PK Shit, N Sengupta, S Saha… - Applied Water …, 2022 - Springer
Scarcity of groundwater is a severe problem in this region due to over exploitation of
groundwater from unconfined hard rock aquifers. The main objectives of this study are to …

Long-term responses of the water cycle to climate variability and human activities in a large arid irrigation district with shallow groundwater: Insights from agro …

R Wang, L Xiong, X Xu, S Liu, Z Feng, S Wang… - Journal of …, 2023 - Elsevier
Climate variability and human activities are the two major driving forces of changes in the
hydrological cycle. However, how these two factors separately influence the water cycle in …

Daily groundwater level prediction and uncertainty using LSTM coupled with PMI and bootstrap incorporating teleconnection patterns information

H Chu, J Bian, Q Lang, X Sun, Z Wang - Sustainability, 2022 - mdpi.com
Daily groundwater level is an indicator of groundwater resources. Accurate and reliable
groundwater level (GWL) prediction is crucial for groundwater resources management and …

Groundwater level prediction model using correlation and difference mechanisms based on boreholes data for sustainable hydraulic resource management

N Iqbal, AN Khan, A Rizwan, R Ahmad, BW Kim… - IEEE …, 2021 - ieeexplore.ieee.org
Drilling data for groundwater extraction incur changes over time due to variations in
hydrogeological and weather conditions. At any time, if there is a need to deploy a change in …

A comparative study of data-driven models for groundwater level forecasting

R Sarma, SK Singh - Water Resources Management, 2022 - Springer
Irregular rainfall patterns and limited freshwater availability have driven humans to increase
their dependence on groundwater resources. An essential aspect of effective water …

Assessing the changing trends of groundwater level with spatiotemporal scale at the northern part of Bangladesh integrating the MAKESENS and ARIMA models

MM Monir, SC Sarker, MN Islam - Modeling Earth Systems and …, 2024 - Springer
The study aims to assess the pattern of regional and temporal changes in groundwater
levels from 2001 to 2020 and to forecast regional groundwater levels to 2030 in the northern …

The analysis of commodity demand predication in supply chain network based on particle swarm optimization algorithm

Q Gao, H Xu, A Li - Journal of Computational and Applied Mathematics, 2022 - Elsevier
The supply chain network model is constructed in this study based on comparison of
traditional supply chain and the modern supply chain so as to solve the poor communication …