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References from Application of machine learning algorithms for seasonal and annual perchlorate risks in groundwater of the Arjunanadi River Basin (India): drinking water quality assessment and human vulnerability. Local targets link to admitted publications; unresolved targets remain external evidence.
Key factors affecting groundwater nitrate levels in the Yinchuan Region, Northwest China: Research using the eXtreme Gradient Boosting (XgBoost) model with the SHapley Additive exPlanations (SHAP) method
10.1016/j.envpol.2024.125336 · 2025 · External reference
Groundwater quality assessment using water quality index and principal component analysis in the Achnera block, Agra district, Uttar Pradesh, Northern India
10.1038/s41598-024-56056-8 · 2024 · External reference
Geostatistical analysis and multivariate assessment of groundwater quality
10.1038/s41598-025-91055-3 · 2025 · External reference
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Assessment of groundwater quality through hydrochemistry using principal components analysis (PCA) and water quality index (WQI) in Kızılırmak delta, Turkey
10.3390/w16111570 · 2024 · External reference
Human health risk assessment of nitrate and heavy metals in urban groundwater in Southeast Nigeria
10.1016/j.chnaes.2023.06.008 · 2024 · External reference
Selection of the value of the power distance exponent for mapping with the inverse distance weighting method—application in subsurface porosity mapping, Northern Croatia Neogene
10.3390/geosciences14060155 · 2024 · External reference
Hydrogeochemical Assessment of Groundwater Quality and Salinity Intrusion in Coastal Aquifers of Eastern India
2025 · External reference
Random Forests
10.1023/a:1010933404324 · 2001 · External reference
An adapted groundwater quality index including toxicological critical pollutants
10.1016/j.gsd.2024.101401 · 2025 · External reference
A comprehensive survey on support vector machine classification: Applications, challenges and trends
10.1016/j.neucom.2019.10.118 · 2020 · External reference
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2019 · External reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · External reference
Data augmentation alters feature importance in XgBoost for CVD prediction
10.1038/s41598-025-26228-1 · 2025 · External reference
Evaluation of water quality by using correlation coefficient and water quality index in Sharurah Governorate, Saudi Arabia
10.47372/ejua-ba.2024.1.321 · 2024 · External reference
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Comparative analysis for accurate multi-classification of brain tumor based on significant deep learning models
10.1016/j.compbiomed.2025.109872 · 2025 · External reference
Artificial intelligence for groundwater recharge prediction in an arid region: application of tabular deep learning models in the Feija Basin, Morocco
10.3389/frsen.2025.1622360 · 2025 · External reference
Concentration of perchlorate in drinking water: a global systematic review-meta-analysis and probabilistic human risk assessment
2026 · External reference
Hydrochemical analysis of groundwater quality in central Hodna Basin, Algeria: a case study
10.1504/ijhst.2023.127889 · 2023 · External reference
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Managed aquifer recharge by a check dam to improve the quality of fluoride-rich groundwater: a case study from southern India
10.1007/s10661-017-5910-x · 2017 · External reference
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10.1007/0-387-31113-0
10.1007/0-387-31113-0 · External reference
XgBoost to enhance learner performance prediction
2024 · External reference
Multi-class adaboost
10.4310/sii.2009.v2.n3.a8 · 2009 · External reference
DIVERTING FLOOD WATER FOR SUSTAINABLE USE OF GROUND WATER THROUGH MANAGED AQUIFER RECHARGE
2024 · External reference
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Analysis of a complex of statistical variables into principal components
10.1037/h0071325 · 1933 · External reference
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Hydrogeochemistry and prediction of arsenic contamination in groundwater of Vehari, Pakistan: comparison of artificial neural network, random forest and logistic regression models
10.1007/s10653-023-01782-7 · 2024 · External reference
Global patterns and environmental controls of perchlorate and nitrate co-occurrence in arid and semi-arid environments
10.1016/j.gca.2015.05.016 · 2015 · External reference
Discarding variables in a principal component analysis. I: Artificial data
1972 · External reference
Nitrate contamination in groundwater and its evaluation of non-carcinogenic health hazards from Arjunanadi River basin, south India
10.1016/j.gsd.2024.101153 · 2024 · External reference
Perchlorate contamination in groundwater and associated health risks from fireworks manufacturing area (Sivakasi region) of South India
10.1007/s12403-021-00453-1 · 2022 · External reference
Health threats for the inhabitants of a textile hub (Tiruppur region) in southern India due to multipath entry of fluoride ions from groundwater
10.1016/j.ecoenv.2020.111071 · 2020 · External reference
Predicting groundwater fluoride levels for drinking suitability using machine learning approaches with traditional and fuzzy logic model-based health risk assessment
10.1016/j.gsf.2025.102087 · 2025 · External reference
Health hazards from perchlorate enriched groundwater of a semi-arid river basin of south India and suggesting in-situ remediation through Managed Aquifer Recharge
10.1016/j.jhazmat.2024.136231 · 2024 · External reference
Integrated machine learning-based groundwater quality prediction through groundwater quality index for drinking purposes in a semi-arid river basin of south India
10.1007/s10653-025-02425-9 · 2025 · External reference
Fuzzy logic model-based health hazard appraisal for perchlorate rich groundwater used as drinking source in Arjunanadi River basin, Southern India
10.1016/j.hazadv.2025.100747 · 2025 · External reference
Seasonal effects on groundwater fluoride and evaluating health hazards: Suggesting in-situ remediation via managed aquifer recharge
10.1016/j.gsf.2025.102102 · 2025 · External reference
Data-Driven Insights into Factors Controlling Groundwater Potential Using Explainable and Ensemble Machine Learning Models
2025 · External reference
Groundwater fluoride prediction modeling using physicochemical parameters in Punjab, India: a machine-learning approach
10.3389/fsoil.2024.1407502 · 2024 · External reference
An Overview of Historical Development, Current Situation, and Future Prospects of Managed Aquifer Recharge in Türkiye
10.3390/w17030439 · 2025 · External reference
Groundwater for drinking and industrial purposes: A study of water stability and human health risk assessment from black sand mineral rich coastal region of Kerala, India
10.1016/j.jenvman.2023.119783 · 2024 · External reference
The changing nature of groundwater in the global water cycle
10.1126/science.adf0630 · 2024 · External reference
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Environmental occurrence, toxicity and remediation of perchlorate–A review
10.1016/j.chemosphere.2022.137017 · 2023 · External reference
Runoff from firework manufacturing as major perchlorate source in the surface waters around Diwali in Ahmedabad, India
10.1016/j.jenvman.2020.111091 · 2020 · External reference
A Review on the Detection of Perchlorate in Water and Food Samples, Health Impacts, and Analytical Methods
10.1007/s11270-025-07803-8 · 2025 · External reference
Assessing the geochemical processes controlling groundwater quality and their possible effect on human health in Patna, Bihar
10.1007/s11356-023-26203-1 · 2023 · External reference
Agricultural managed aquifer recharge (Ag-MAR)—a method for sustainable groundwater management: a review
10.1080/10643389.2022.2050160 · 2023 · External reference
A multi-class support vector machine classification model based on 14 microRNAs for forensic body fluid identification
2025 · External reference
Data-driven insights into climate change effects on groundwater levels using machine learning
10.1007/s11269-025-04120-x · 2025 · External reference
Investigation of groundwater quality indices and health risk assessment of water resources of Jiroft city, Iran, by machine learning algorithms
10.1007/s13201-024-02330-z · 2025 · External reference
10.1201/b13977
10.1201/b13977 · External reference
Prediction of irrigation water quality indices based on machine learning and regression models
10.1007/s13201-022-01590-x · 2022 · External reference
The Crucial Role of Data Quality Control in Hydrochemical Studies: Reevaluating Groundwater Evolution in the Jiangsu Coastal Plain, China
10.3390/earth6030062 · 2025 · External reference
Perchlorate and chlorate assessment in drinking water in northern Chilean cities
10.1016/j.envres.2023.116450 · 2023 · External reference
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Perchlorate–properties, toxicity and human health effects: an updated review
10.1515/reveh-2020-0006 · 2021 · External reference
A review and analysis of backpropagation neural networks for classification of remotely-sensed multi-spectral imagery
10.1080/01431169508954607 · 1995 · External reference
Correlation between hydrochemical component of surface water and groundwater in Nida Valley, Poland
10.12911/22998993/172424 · 2023 · External reference
A graphic procedure in the geochemical interpretation of water‐analyses
10.1029/tr025i006p00914 · 1944 · External reference
Performance and impacts of managed aquifer recharge interventions for agricultural water security: A framework for evaluation
10.1016/j.agwat.2015.06.009 · 2015 · External reference
Predicting water potability using a machine learning approach
10.1016/j.envc.2025.101131 · 2025 · External reference
Machine learning and GIS based groundwater quality prediction for agricultural practices-A case study form Arjunanadi River basin of South India
2025 · External reference
Fluoride enrichment in groundwater and its association with other chemical ingredients using GIS in the Arjunanadi River basin, Southern India: Implications from improved water quality index and health risk assessment
2025 · External reference
Predicting groundwater quality for irrigation suitability on agricultural practices using machine learning, fuzzy logic and GIS techniques
2025 · External reference
Understanding the factors contributing to groundwater salinity in the coastal region of Andhra Pradesh, India
2022 · External reference
Hydrochemical characterization and water quality perspectives for groundwater management for urban development
2024 · External reference
Monitoring the causes of pollution using groundwater quality and chemistry before and after the monsoon
2022 · External reference
Groundwater quality monitoring for assessment of pollution levels and potability using WPI and WQI methods from a part of Guntur district, Andhra Pradesh, India: B. Ravindra et al
10.1007/s10668-022-02689-6 · 2023 · External reference
10.5772/intechopen.1011407
10.5772/intechopen.1011407 · External reference
Trihalomethanes, chlorite, chlorate in drinking water and risk of congenital anomalies: a population-based case-control study in Northern Italy
10.1016/j.envres.2012.04.014 · 2012 · External reference
Predictive modeling of groundwater nitrate pollution using Random Forest and multisource variables related to intrinsic and specific vulnerability: A case study in an agricultural setting (Southern Spain)
10.1016/j.scitotenv.2014.01.001 · 2014 · External reference
Identifying major factors controlling groundwater chemistry in predominantly agricultural area of Kattumannarkoil taluk, India, using the hydrochemical processes and GIS
10.1080/24749508.2020.1726560 · 2021 · External reference
Application of machine learning techniques in the evaluation of local groundwater level using field gravity data: Insights from random forest and random tree
10.2166/nh.2025.108 · 2025 · External reference
Restoring small water bodies to improve lake and river water quality in China
10.1038/s41467-024-55714-9 · 2025 · External reference
An overview of managed aquifer recharge in Brazil
10.3390/w12041072 · 2020 · External reference
Managed aquifer recharge system in Gujarat region: a review
2025 · External reference
Prediction of groundwater quality using efficient machine learning technique
10.1016/j.chemosphere.2021.130265 · 2021 · External reference
Comparative Evaluation of Idw And Spline Interpolation Methods for Analyzing Groundwater Table Depth and Elevation
10.20884/1.jidr.2025.21.2.47 · 2025 · External reference
Human health risk assessment and pollution index of groundwater in Jammu plains of India: a geospatial approach
10.1016/j.chemosphere.2022.137329 · 2023 · External reference
Perchlorate: sources, uses, and occurrences in the environment
10.1002/rem.20071 · 2005 · External reference
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Perchlorate levels in samples of sodium nitrate fertilizer derived from Chilean caliche
10.1016/s0269-7491(00)00132-9 · 2001 · External reference
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Assessing the use of remotely sensed surface water flux to estimate net groundwater storage change in an aquifer predominantly used for irrigation
10.1016/j.agwat.2025.109592 · 2025 · External reference
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Prediction model of ammonia nitrogen concentration in aquaculture based on improved AdaBoost and LSTM
10.3390/math12050627 · 2024 · External reference
Vulnerability of groundwater fluoride pollution based on machine learning and numerical simulation
10.1016/j.asr.2025.08.031 · 2025 · External reference
10.1021/acs.est.5c03243
10.1021/acs.est.5c03243 · External reference
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Employing machine learning to predict the occurrence and spatial variability of high fluoride groundwater in intensively irrigated areas
10.1016/j.apgeochem.2024.106000 · 2024 · External reference
10.1051/matecconf/202541002003
10.1051/matecconf/202541002003 · External reference
Evaluation of the suitability of groundwater for irrigational purposes using irrigation water quality indices and geographical information systems (GIS) at Patna (Bihar), India
10.1007/s42108-022-00193-1 · 2024 · External reference
Interpretable machine learning models for irrigation sustainability: Groundwater quality prediction in M’sila, Algeria
10.1007/s10666-024-10007-9 · 2025 · External reference
The 21st century water quality challenges for managed aquifer recharge: towards a risk-based regulatory approach
10.1007/s10040-022-02543-z · 2023 · External reference
Groundwater quality evolution across China
10.1038/s41467-025-57853-z · 2025 · External reference
A review of the application of machine learning in water quality evaluation
10.1016/j.eehl.2022.06.001 · 2022 · External reference
