Harnessing machine learning for assessing climate change influences on groundwater resources: a comprehensive review
Climate change is a major concern for a range of environmental issues including water
resources especially groundwater. Recent studies have reported significant impact of …
resources especially groundwater. Recent studies have reported significant impact of …
Deep learning shows declining groundwater levels in Germany until 2100 due to climate change
In this study we investigate how climate change will directly influence the groundwater
resources in Germany during the 21st century. We apply a machine learning groundwater …
resources in Germany during the 21st century. We apply a machine learning groundwater …
A review on the climate-induced depletion of Iran's aquifers
N Zeydalinejad, HR Nassery - Stochastic Environmental Research and …, 2023 - Springer
Few studies have examined the impact of climate change on groundwater resources
worldwide, especially in developing countries. The objective of this study is to review the …
worldwide, especially in developing countries. The objective of this study is to review the …
Modelling groundwater level fluctuations by ELM merged advanced metaheuristic algorithms using hydroclimatic data
The accurate assessment of groundwater levels is critical to water resource management.
With global warming and climate change, its significance has become increasingly evident …
With global warming and climate change, its significance has become increasingly evident …
A novel hybrid algorithms for groundwater level prediction
Estimating groundwater levels (GWL) with accuracy and reliability, in order to maximize the
use of water resources, it is crucial to reduce water consumption. To predict GWL in the …
use of water resources, it is crucial to reduce water consumption. To predict GWL in the …
Application of artificial intelligence models for prediction of groundwater level fluctuations: Case study (Tehran-Karaj alluvial aquifer)
M Vadiati, Z Rajabi Yami, E Eskandari… - Environmental …, 2022 - Springer
The nonlinear groundwater level fluctuations depend on the interaction of many factors such
as evapotranspiration, precipitation, groundwater abstraction, and hydrogeological …
as evapotranspiration, precipitation, groundwater abstraction, and hydrogeological …
Groundwater level simulation using soft computing methods with emphasis on major meteorological components
Precise estimation of groundwater level (GWL) might be of great importance for attaining
sustainable development goals and integrated water resources management. Compared …
sustainable development goals and integrated water resources management. Compared …
Assessing long-term climate change impact on spatiotemporal changes of groundwater level using autoregressive-based and ensemble machine learning models
To evaluate the long-term climate change impacts on groundwater fluctuations of the Ardabil
plain, Iran, a groundwater level (GWL) modeling was proposed in this study. Accordingly, the …
plain, Iran, a groundwater level (GWL) modeling was proposed in this study. Accordingly, the …
Prediction of groundwater table and drought analysis; a new hybridization strategy based on bi-directional long short-term model and the Harris hawk optimization …
In the present study, a new hybridization strategy for predicting the groundwater table (GWT)
and drought analysis is presented. Therefore, a hybrid of the bi-directional long short-term …
and drought analysis is presented. Therefore, a hybrid of the bi-directional long short-term …
Combining discrete wavelet decomposition with soft computing techniques to predict monthly evapotranspiration in semi-arid Hakkâri province, Türkiye
OM Katipoğlu - Environmental Science and Pollution Research, 2023 - Springer
Accurate prediction of evapotranspiration values is important in planning agricultural
irrigation, crop growth research, and hydrological modeling. This study is aimed at …
irrigation, crop growth research, and hydrological modeling. This study is aimed at …