Application of artificial intelligence models for modeling water quality in groundwater: comprehensive review, evaluation and future trends

MS Hanoon, AN Ahmed, CM Fai, AH Birima… - Water, Air, & Soil …, 2021 - Springer
This study reported the state of the art of different artificial intelligence (AI) methods for
groundwater quality (GWQ) modeling and introduce a brief description of common AI …

Comparison of machine learning models for predicting fluoride contamination in groundwater

R Barzegar, A Asghari Moghaddam… - … Research and Risk …, 2017 - Springer
Groundwater is an especially important freshwater source for water supplies in the Maku
area of northwest Iran. The groundwater of the area contains high concentrations of fluoride …

Assessing water quality index and health risk using deterministic and probabilistic approaches in Darab County, Iran; a machine learning for fluoride prediction

A Mohammadpour, M Keshtkar, MR Samaei… - Chemosphere, 2024 - Elsevier
The present study employed deterministic and probabilistic approaches to determine the
Water Quality Index (WQI) and assess health risks associated with water consumption in …

Stochastic modeling of groundwater fluoride contamination: Introducing lazy learners

K Khosravi, R Barzegar, S Miraki, J Adamowski… - …, 2020 - Wiley Online Library
While it remains the primary source of safe drinking and irrigation water in northwest Iran's
Maku Plain, the region's groundwater is prone to fluoride contamination. Accordingly …

Novel machine learning techniques based hybrid models (LR-KNN-ANN and SVM) in prediction of dental fluorosis in groundwater

M Ataş, Mİ Yeşilnacar, A Demir Yetiş - Environmental Geochemistry and …, 2022 - Springer
Studies have shown that excessive intake of fluoride into human body from drinking water
may cause fluorosis adversely affects teeth and bones. Fluoride in water is mostly of …

A machine learning approach to dental fluorosis classification

AD Yetis, MI Yesilnacar, M Atas - Arabian Journal of Geosciences, 2021 - Springer
Fluoride in groundwater has been found to pose a severe public health threat in two villages
(Karataş and Sarım) of western Sanliurfa in the southeastern Anatolia region of Turkey …

[PDF][PDF] Prediction and modeling of fluoride concentrations in groundwater resources using an artificial neural network: a case study in Khaf

AA Mohammadi, M Ghaderpoori, M Yousefi… - مجله مدیریت و مهندسی …, 2016‎ - ehemj.com
Background: One issue of concern in water supply is the quality of water. Measuring the
qualitative parameters of water is time-consuming and costly. Predicting these parameters …

Prediction of geogenic source of groundwater fluoride contamination in Indian states: A comparative study of different supervised machine learning algorithms

G Singh, S Mehta - Journal of Water and Health, 2024 - iwaponline.com
India has been dealing with fluoride contamination of groundwater for the past few decades.
Long-term exposure of fluoride can cause skeletal and dental fluorosis. Therefore, an in …

Spatial assessment of groundwater quality in Guna Tana landscape

TG Andualem, M Kassa, I Ahmed… - Environmental Quality …, 2019 - Wiley Online Library
This study focuses on investigating the quality of groundwater for irrigation and drinking
water purposes. Spatial distribution of physicochemical and microbiological parameters was …

[PDF][PDF] Novel machine learning techniques based hybrid models (LR-KNN-ANN and SVM) in prediction of dental fluorosis in groundwater

MAMIY Aysegül, D Yetis - 2021 - researchgate.net
Studies have shown that excessive intake of fluoride into human body from drinking water
may cause fluorosis adversely affects teeth and bones. Fluoride in water is mostly of …