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  • Article
  • Open Access
114 Citations
7,449 Views
23 Pages

Groundwater Spring Potential Mapping Using Artificial Intelligence Approach Based on Kernel Logistic Regression, Random Forest, and Alternating Decision Tree Models

  • Wei Chen,
  • Yang Li,
  • Paraskevas Tsangaratos,
  • Himan Shahabi and ,
  • Ioanna Ilia,
  • Weifeng Xue and
  • Huiyuan Bian
  • + 2 authors+ 0 author

7 January 2020

This study presents a methodology for constructing groundwater spring potential maps by kernel logistic regression, (KLR), random forest (RF), and alternating decision tree (ADTree) models. The analysis was based on data concerning groundwater spring...

(This article belongs to the Section Earth Sciences)
  • Article
  • Open Access
91 Citations
7,702 Views
30 Pages

A Hybrid Computational Intelligence Approach to Groundwater Spring Potential Mapping

  • Dieu Tien Bui,
  • Ataollah Shirzadi,
  • Kamran Chapi,
  • Himan Shahabi and ,
  • Biswajeet Pradhan,
  • Binh Thai Pham,
  • Vijay P. Singh,
  • Wei Chen,
  • Khabat Khosravi and
  • Saro Lee
  • + 6 authors+ 1 author

27 September 2019

This study proposes a hybrid computational intelligence model that is a combination of alternating decision tree (ADTree) classifier and AdaBoost (AB) ensemble, namely “AB–ADTree”, for groundwater spring potential mapping (GSPM) at the Chilgazi water...

(This article belongs to the Special Issue Characterizing Groundwater - Surface Water Interaction Using GIS)
  • Article
  • Open Access
78 Citations
9,085 Views
25 Pages

Mapping of Groundwater Spring Potential in Karst Aquifer System Using Novel Ensemble Bivariate and Multivariate Models

  • Viet-Ha Nhu,
  • Omid Rahmati,
  • Fatemeh Falah,
  • Saeed Shojaei and ,
  • Nadhir Al-Ansari,
  • Himan Shahabi,
  • Ataollah Shirzadi,
  • Krzysztof Górski,
  • Hoang Nguyen and
  • Baharin Bin Ahmad
  • + 5 authors+ 0 author

31 March 2020

Groundwater is an important natural resource in arid and semi-arid environments, where discharge from karst springs is utilized as the principal water supply for human use. The occurrence of karst springs over large areas is often poorly documented,...

(This article belongs to the Special Issue Groundwater Modelling in Karst Areas)
  • Correction
  • Open Access
375 Views
1 Page

Correction: Nhu et al. Mapping of Groundwater Spring Potential in Karst Aquifer System Using Novel Ensemble Bivariate and Multivariate Models. Water 2020, 12, 985

  • Viet-Ha Nhu,
  • Omid Rahmati,
  • Fatemeh Falah,
  • Saeed Shojaei and ,
  • Nadhir Al-Ansari,
  • Himan Shahabi,
  • Ataollah Shirzadi,
  • Krzysztof Górski,
  • Hoang Nguyen and
  • Baharin Bin Ahmad
  • + 5 authors+ 0 author

3 April 2026

There was an error in the original publication [...]

(This article belongs to the Section Hydrology)
  • Article
  • Open Access
67 Citations
5,803 Views
37 Pages

Spatial Prediction of Groundwater Potentiality in Large Semi-Arid and Karstic Mountainous Region Using Machine Learning Models

  • Mustapha Namous,
  • Mohammed Hssaisoune,
  • Biswajeet Pradhan,
  • Chang-Wook Lee and ,
  • Abdullah Alamri,
  • Abdenbi Elaloui,
  • Mohamed Edahbi,
  • Samira Krimissa,
  • Hasna Eloudi and
  • Tarik Tagma
  • + 7 authors+ 2 authors

19 August 2021

The drinking and irrigation water scarcity is a major global issue, particularly in arid and semi-arid zones. In rural areas, groundwater could be used as an alternative and additional water supply source in order to reduce human suffering in terms o...

(This article belongs to the Special Issue Geo-Environmental Approaches for the Analysis and Assessment of Groundwater Resources at Catchment-Scale)
  • Article
  • Open Access
18 Citations
8,795 Views
23 Pages

Environmental Groundwater Vulnerability Assessment in Urban Water Mines (Porto, NW Portugal)

  • Maria José Afonso,
  • Liliana Freitas,
  • Alcides Pereira,
  • Luís Neves and ,
  • Laura Guimarães,
  • Lúcia Guilhermino,
  • Bernhard Mayer,
  • Fernando Rocha,
  • José Manuel Marques and
  • Helder I. Chaminé
  • + 5 authors+ 0 author

3 November 2016

A multidisciplinary approach was developed to estimate urban groundwater vulnerability to contamination combining hydrogeology, hydrogeochemistry, subterranean hydrogeotechnics, groundwater ecotoxicology and isotope tracers. Paranhos and Salgueiros s...

(This article belongs to the Special Issue Groundwater Monitoring and Remediation)
  • Article
  • Open Access
8 Citations
3,869 Views
23 Pages

28 September 2023

Identifying areas with high groundwater spring potential is crucial as it enables better decision-making concerning water supply, sustainable development, and the protection of sensitive ecosystems; therefore, it is necessary to predict the groundwat...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
6 Citations
3,190 Views
22 Pages

Groundwater Potential Assessment in Gannan Region, China, Using the Soil and Water Assessment Tool Model and GIS-Based Analytical Hierarchical Process

  • Zeyi Zhang,
  • Shuangxi Zhang,
  • Mengkui Li,
  • Yu Zhang and ,
  • Meng Chen,
  • Qing Zhang,
  • Zhouqing Dai and
  • Jing Liu
  • + 3 authors+ 0 author

4 August 2023

The Gannan region is situated in Ganzhou City, Jiangxi Province, China, and has a complicated geological background. Seasonal droughts significantly jeopardize the water security of the local population. Groundwater is essential to alleviate the regi...

(This article belongs to the Special Issue Geodesy of Earth Monitoring System)
  • Feature Paper
  • Article
  • Open Access
14 Citations
3,499 Views
21 Pages

Optimizing Rotation Forest-Based Decision Tree Algorithms for Groundwater Potential Mapping

  • Wei Chen,
  • Zhao Wang,
  • Guirong Wang,
  • Zixin Ning and ,
  • Boxiang Lian,
  • Shangjie Li,
  • Paraskevas Tsangaratos,
  • Ioanna Ilia and
  • Weifeng Xue
  • + 4 authors+ 0 author

19 June 2023

Groundwater potential mapping is an important prerequisite for evaluating the exploitation, utilization, and recharge of groundwater. The study uses BFT (best-first decision tree classifier), CART (classification and regression tree), FT (functional...

(This article belongs to the Section Hydrogeology)
  • Article
  • Open Access
46 Citations
4,217 Views
21 Pages

Assessment of Ensemble Models for Groundwater Potential Modeling and Prediction in a Karst Watershed

  • Mohsen Farzin,
  • Mohammadtaghi Avand,
  • Hassan Ahmadzadeh,
  • Martina Zelenakova and
  • John P. Tiefenbacher

16 September 2021

Due to numerous droughts in recent years, the amount of surface water in arid and semi-arid regions has decreased significantly, so reliance on groundwater to meet local and regional demands has increased. The Kabgian watershed is a karst watershed i...

(This article belongs to the Special Issue Assessment and Management of Flood Risk in Urban Areas)
  • Article
  • Open Access
3 Citations
2,940 Views
15 Pages

26 October 2022

In recent decades, there has been a growing emphasis on assessing aquifer vulnerability. Given the availability of spatial data and the GIS advantages, mapping the groundwater vulnerability has become a common tool for protecting and managing groundw...

(This article belongs to the Special Issue Water Quality and Contaminant Transport in Aquatic Environments)
  • Article
  • Open Access
4 Citations
2,856 Views
12 Pages

Stable Isotope Hydrology of Karst Groundwaters in Romania

  • Renata Feher,
  • Carmen-Andreea Bădăluță,
  • Traian Brad,
  • Călin Drăgan and ,
  • Virgil Drăgușin,
  • Dragoș Ștefan Măntoiu,
  • Aurel Perșoiu and
  • Maria-Laura Tîrlă
  • + 3 authors+ 0 author

23 May 2024

In this article we present the first investigation of the stable isotope composition of groundwater in Romania, East-Central Europe, with a focus on the karst areas. Our aim is twofold: (1) to provide a countrywide map with the distribution of stable...

  • Article
  • Open Access
91 Citations
7,086 Views
21 Pages

Optimized Conditioning Factors Using Machine Learning Techniques for Groundwater Potential Mapping

  • Bahareh Kalantar,
  • Husam A. H. Al-Najjar,
  • Biswajeet Pradhan,
  • Vahideh Saeidi and ,
  • Alfian Abdul Halin,
  • Naonori Ueda and
  • Seyed Amir Naghibi
  • + 2 authors+ 0 author

13 September 2019

Assessment of the most appropriate groundwater conditioning factors (GCFs) is essential when performing analyses for groundwater potential mapping. For this reason, in this work, we look at three statistical factor analysis methods—Variance Inf...

(This article belongs to the Section Water Resources Management, Policy and Governance)
  • Article
  • Open Access
24 Citations
7,598 Views
20 Pages

10 April 2019

Karst watersheds are often treated as non-karst watersheds that can lead to several hazards. Hence, how do karst watersheds differ from non-karst watersheds and what are the effects of karstification on groundwater availability and quality? In this s...

(This article belongs to the Section Hydrology)
  • Feature Paper
  • Article
  • Open Access
22 Citations
12,578 Views
30 Pages

24 May 2020

The Colorado River basin (CRB), the primary water source for southwestern North America, is divided into the 283,384 km2, water-exporting Upper CRB (UCRB) in the Colorado Plateau geologic province, and the 344,440 km2, water-receiving Lower CRB (LCRB...

(This article belongs to the Special Issue Multiplicity, Characteristics, Main Impacts, and Stewardship of Natural and Artificial Freshwater Environments: Consequences for Biodiversity Conservation)
  • Article
  • Open Access
23 Citations
5,613 Views
19 Pages

GIS-Based Groundwater Potential Assessment in Varied Topographic Areas of Mianyang City, Southwestern China, Using AHP

  • Qing Zhang,
  • Shuangxi Zhang,
  • Yu Zhang,
  • Mengkui Li and ,
  • Yu Wei,
  • Meng Chen,
  • Zeyi Zhang and
  • Zhouqing Dai
  • + 3 authors+ 0 author

19 November 2021

Mianyang City is located in the varied topographic areas of Sichuan Province in southwestern China and is characterized by a complex geological background. This area is prone to disasters and its varied topography is inconvenient for emergency water...

(This article belongs to the Special Issue Carbon, Water and Climate Monitoring Using Space Geodesy Observations)
  • Article
  • Open Access
60 Citations
5,264 Views
20 Pages

Groundwater-Potential Mapping Using a Self-Learning Bayesian Network Model: A Comparison among Metaheuristic Algorithms

  • Sadegh Karimi-Rizvandi,
  • Hamid Valipoori Goodarzi,
  • Javad Hatami Afkoueieh,
  • Il-Moon Chung and ,
  • Ozgur Kisi,
  • Sungwon Kim and
  • Nguyen Thi Thuy Linh
  • + 2 authors+ 0 author

28 February 2021

Owing to the reduction of surface-water resources and frequent droughts, the exploitation of groundwater resources has faced critical challenges. For optimal management of these valuable resources, careful studies of groundwater potential status are...

(This article belongs to the Section Hydrology)
  • Article
  • Open Access
4 Citations
2,288 Views
26 Pages

Positive–Unlabeled Learning-Based Hybrid Models and Interpretability for Groundwater Potential Mapping in Karst Areas

  • Benteng Bi,
  • Jingwen Li,
  • Tianyu Luo,
  • Bo Wang and ,
  • Chen Yang and
  • Lina Shen
  • + 1 author+ 0 author

9 May 2025

Despite the increasing adoption of machine learning and data-driven models for predicting regional groundwater potential (GWP), exploration geoscientists have recognized that these models still face various challenges in their predictive precision. F...

(This article belongs to the Section Hydrogeology)
  • Article
  • Open Access
1,690 Views
32 Pages

An Integrated Analysis to Delineate Groundwater Flow Systems and Recharge Dynamics in the Chili River Sub-Basin, Southern Peru

  • Percy Sulca,
  • Pablo A. Garcia-Chevesich,
  • Madeleine Guillen,
  • Héctor L. Venegas-Quiñones and ,
  • Roberto Pizarro,
  • Brett Uhle,
  • Francisco Alejo and
  • John E. McCray
  • + 3 authors+ 0 author

12 March 2026

Groundwater is a critical resource in the arid Chili River sub-basin (3246 km2) in Arequipa, southern Peru, yet the aquifer systems, their recharge mechanisms, and chemical evolution remain poorly characterized. This study integrates hydrogeological...

(This article belongs to the Section Hydrogeology)
  • Article
  • Open Access
9 Citations
4,298 Views
21 Pages

An Enhanced Approach to the Spatial and Statistical Analysis of Factors Influencing Spring Distribution on a Transboundary Karst Aquifer

  • Veronika Iván,
  • Stefania Stevenazzi,
  • Licia C. Pollicino,
  • Marco Masetti and
  • Judit Mádl-Szőnyi

28 July 2020

Karst aquifers are indispensable, yet vulnerable, resources; therefore, they require a comprehensive protection strategy. Since springs are the terminal points of the karst flow systems, knowledge of their distribution is a key element for the better...

(This article belongs to the Section Hydrology)
  • Article
  • Open Access
10 Citations
5,165 Views
29 Pages

Exploration and Investigation of High-Level Radon Medicinal Springs in the Crystalline Units: Lugicum

  • Viktor Goliáš,
  • Lenka Hájková,
  • Tomáš Lipanský,
  • Tomáš Černík and ,
  • Pavel Kohn,
  • Josef Ježek,
  • Radek Procházka,
  • Tadeusz A. Przylibski,
  • Jiří Dohnal and
  • Robert Nowakowski
  • + 9 authors+ 4 authors

11 January 2022

Radioactive (radon) groundwaters are highly valued among mineral waters for their healing effects. Between 2005 and 2015, a large exploratory event for prospecting and documenting radon water springs took place in the crystalline area of Lugicum (Boh...

(This article belongs to the Special Issue Geochemistry of Mineral Groundwater)
  • Feature Paper
  • Article
  • Open Access
1 Citations
2,267 Views
30 Pages

Groundwater and Surface Water Interactions in the Highwood River and Sheep River Watersheds: An Integrated Alpine and Non-Alpine Assessment

  • Aprami Jaggi,
  • Dayal Wijayarathne,
  • Michael Wendlandt,
  • Tiago A. Morais and ,
  • Tatiana Sirbu,
  • Andrew Underwood,
  • Paul Eby and
  • John Gibson
  • + 3 authors+ 0 author

Groundwater–surface water interactions were investigated in the Highwood River (3952 km2) and Sheep River watersheds (1568 km2), originating in the Rocky Mountains headwaters of the South Saskatchewan River (Alberta, Canada), to improve underst...

(This article belongs to the Section Surface Waters and Groundwaters)
  • Article
  • Open Access
836 Views
45 Pages

CT-TreeFlow: Probabilistic Groundwater-Potential Mapping Using Remote Sensing-Derived Environmental Predictors in Karst Aquifers

  • Saeid Pourmorad,
  • Mostafa Kabolizade,
  • Rui Ferreira,
  • Samira Abbasi and
  • Luca Antonio Dimuccio

7 July 2026

Groundwater-potential assessment in karst aquifers is complicated by pronounced spatial heterogeneity driven by structural permeability, lithological variability, recharge redistribution, and unresolved subsurface conduit connectivity. Although machi...

  • Article
  • Open Access
904 Views
30 Pages

Proposal of Territorial and Environmental Planning Based on Groundwater Specific Vulnerability Zoning

  • Valéria Vaz Alonso,
  • Vitor Xatara Branco and
  • Lázaro Valentim Zuquette

The quality of groundwater is essential to sustain human and environmental activities now and in the future. However, the current intensification of anthropogenic activities has increased the magnitude of contaminant sources. When those contaminants...

  • Article
  • Open Access
2 Citations
3,303 Views
18 Pages

6 July 2022

The Lanyang Plain is prone to earthquakes of magnitude 5 or higher. The Central Geological Survey’s soil liquefaction potential map of Yilan County shows that more than 69% of the plain area has high liquefaction potential: but why have there n...

  • Article
  • Open Access
1 Citations
2,079 Views
18 Pages

The Influence of Hydrogeological and Anthropogenic Factors on PFAS Distribution in Deep Multilayer Alluvial Aquifer: The Case Study of Parma Plain, Northern Italy

  • Laura Ducci,
  • Riccardo Pinardi,
  • Federica Di Francesco,
  • Chiara Meo and ,
  • Pietro Rizzo,
  • Somayeh Rezaei Kalvani,
  • Stefano Segadelli,
  • Maria Teresa De Nardo and
  • Fulvio Celico
  • + 4 authors+ 0 author

3 January 2026

Few hydrogeological studies have focused on possible per- and poly-fluoroalkyl substance (PFAS) contamination in groundwater with particular attention to the role of hydraulic interconnections and to the interdigitations present between shallow and d...

(This article belongs to the Section Hydrogeology)
  • Article
  • Open Access
2 Citations
4,667 Views
26 Pages

18 August 2023

The complex and interconnected water challenges linked to global climate change and natural and anthropogenic water resources pressure have become major challenges in the 21st century. The Garonne River and its accompanying alluvial aquifers are cons...

(This article belongs to the Special Issue River Ecological Restoration and Groundwater Artificial Recharge II)
  • Article
  • Open Access
8 Citations
3,854 Views
18 Pages

11 December 2024

Chyulu Hills, Kenya, serves as one of the region’s water towers by supplying groundwater to surrounding streams and springs in southern Kenya. In a semiarid region, this water is crucial to the survival of local people, farms, and wildlife. The...

(This article belongs to the Section Fire Research at the Science–Policy–Practitioner Interface)
  • Article
  • Open Access
3 Citations
1,561 Views
19 Pages

Two Opposite Change Patterns Before Small Earthquakes Based on Consecutive Measurements of Hydrogen and Oxygen Isotopes at Two Seismic Monitoring Sites in Northern Beijing, China

  • Yuxuan Chen,
  • Fuqiong Huang,
  • Leyin Hu,
  • Zhiguo Wang and ,
  • Mingbo Yang,
  • Peixue Hua,
  • Xiaoru Sun,
  • Shijun Zhu,
  • Yanan Zhang and
  • Yonggang Zhou
  • + 12 authors+ 7 authors

In comparison with conventional hydrological parameters such as water levels and temperatures, geochemical changes induced by earthquakes have become increasingly important. It should be noted that hydrogen (δ2H) and oxygen isotopes (δ18O...

(This article belongs to the Special Issue Editorial Board Members' Collection Series: Natural Hazards)