Predictive modeling of groundwater nitrate pollution and evaluating its main impact factors using random forest
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Predictive modeling of groundwater nitrate pollution and evaluating its main impact factors using random forest
Authors
Keywords
Groundwater nitrate, Environmental factors, Machine learning, Random forest, Predictor variable importance
Journal
CHEMOSPHERE
Volume 290, Issue -, Pages 133388
Publisher
Elsevier BV
Online
2021-12-22
DOI
10.1016/j.chemosphere.2021.133388
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Geochemical characteristics and quality of groundwater evaluation for drinking, irrigation, and industrial purposes from a part of hard rock aquifer of South India
- (2021) N. Subba Rao et al. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH
- Groundwater Pollution Source Identification and Apportionment Using PMF and PCA-APCS-MLR Receptor Models in Tongchuan City, China
- (2021) Wenqu Li et al. ARCHIVES OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY
- Chemical compositions evolution of groundwater and its pollution characterization due to agricultural activities in Yinchuan Plain, northwest China
- (2021) Hualin Wang et al. ENVIRONMENTAL RESEARCH
- Appraisal of vulnerable zones of non-cancer-causing health risks associated with exposure of nitrate and fluoride in groundwater from a rural part of India
- (2021) N. Subba Rao et al. ENVIRONMENTAL RESEARCH
- Groundwater Quality and Its Regulating Geochemical Processes in Assiut Province, Egypt
- (2021) Moustafa Gamal Snousy et al. Exposure and Health
- Occurrence and Distribution of Groundwater Fluoride and Manganese in the Weining Plain (China) and Their Probabilistic Health Risk Quantification
- (2021) Leining Liu et al. Exposure and Health
- Appraisal of shallow groundwater quality with human health risk assessment in different seasons in rural areas of the Guanzhong Plain (China)
- (2021) Yuanhang Wang et al. ENVIRONMENTAL RESEARCH
- Groundwater chemistry and groundwater quality index incorporating health risk weighting in Dingbian County, Ordos basin of northwest China
- (2020) Jianhua Wu et al. CHEMIE DER ERDE-GEOCHEMISTRY
- Surface Water Pollution in the Middle Chinese Loess Plateau with Special Focus on Hexavalent Chromium (Cr6+): Occurrence, Sources and Health Risks
- (2020) Xiaodong He et al. Exposure and Health
- Nation-wide estimation of groundwater redox conditions and nitrate concentrations through machine learning
- (2020) Lukas Knoll et al. Environmental Research Letters
- Compartmentalisation and groundwater‐surface water interactions in a prospective shale gas basin: Assessment using variance analysis and multivariate statistics on water quality data
- (2020) Miles. P. Wilson et al. HYDROLOGICAL PROCESSES
- Application of the dual-isotope approach and Bayesian isotope mixing model to identify nitrate in groundwater of a multiple land-use area in Chengdu Plain, China
- (2020) Han Zhang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Temporal Changes of Groundwater Quality within the Groundwater Depression Cone and Prediction of Confined Groundwater Salinity Using Grey Markov Model in Yinchuan Area of Northwest China
- (2020) Zhenmin Su et al. Exposure and Health
- Multiscale groundwater level forecasting: Coupling new machine learning approaches with wavelet transforms
- (2020) A.T.M. Sakiur Rahman et al. ADVANCES IN WATER RESOURCES
- Spatial distribution of quality of groundwater and probabilistic non-carcinogenic risk from a rural dry climatic region of South India
- (2020) N. Subba Rao ENVIRONMENTAL GEOCHEMISTRY AND HEALTH
- Assessing groundwater pollution and potential remediation processes in a multi-layer aquifer system
- (2020) Hui Qian et al. ENVIRONMENTAL POLLUTION
- Patterns and predictions of drinking water nitrate violations across the conterminous United States
- (2020) Michael J. Pennino et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Drinking appraisal of coastal groundwater in Bangladesh: An approach of multi-hazards towards water security and health safety
- (2020) Abu Reza Md Towfiqul Islam et al. CHEMOSPHERE
- Evaluation of drinking and irrigation suitability of groundwater with special emphasizing the health risk posed by nitrate contamination using nitrate pollution index (NPI) and human health risk assessment (HHRA)
- (2020) Balamurugan Panneerselvam et al. HUMAN AND ECOLOGICAL RISK ASSESSMENT
- Estimating annual runoff in response to forest change: A statistical method based on random forest
- (2020) Ming Li et al. JOURNAL OF HYDROLOGY
- Seasonal effects on contamination characteristics of tap water from rural Beijing: A multiple isotope approach
- (2020) Marc Peters et al. JOURNAL OF HYDROLOGY
- Comparative Analysis of Artificial Intelligence Models for Accurate Estimation of Groundwater Nitrate Concentration
- (2020) Shahab S. Band et al. SENSORS
- Combining multi-isotopic and molecular source tracking methods to identify nitrate pollution sources in surface and groundwater
- (2020) Raúl Carrey et al. WATER RESEARCH
- Tracking nitrate and sulfate sources in groundwater of an urbanized valley using a multi-tracer approach combined with a Bayesian isotope mixing model
- (2020) Juan Antonio Torres-Martínez et al. WATER RESEARCH
- Distribution of Nitrate Content in Groundwater and Evaluation of Potential Health Risks: A Case Study of Rural Areas in Northern China
- (2020) Wenwen Feng et al. International Journal of Environmental Research and Public Health
- Spatial groundwater quality and potential health risks due to nitrate ingestion through drinking water: A case study in Yan’an City on the Loess Plateau of northwest China
- (2019) Peiyue Li et al. HUMAN AND ECOLOGICAL RISK ASSESSMENT
- Global patterns and dynamics of climate–groundwater interactions
- (2019) M. O. Cuthbert et al. Nature Climate Change
- Drinking Water Quality and Public Health
- (2019) Peiyue Li et al. Exposure and Health
- Relationships of groundwater quality and associated health risks with land use/land cover patterns: A case study in a loess area, Northwest China
- (2019) Song He et al. HUMAN AND ECOLOGICAL RISK ASSESSMENT
- Comprehensive understanding of groundwater quality and hydrogeochemistry for the sustainable development of suburban area of Visakhapatnam, Andhra Pradesh, India
- (2019) N. Subba Rao et al. HUMAN AND ECOLOGICAL RISK ASSESSMENT
- Comprehensive understanding of groundwater quality for domestic and agricultural purposes in terms of health risks in a coal mine area of the Ordos basin, north of the Chinese Loess Plateau
- (2019) Jianhua Wu et al. Environmental Earth Sciences
- Large scale prediction of groundwater nitrate concentrations from spatial data using machine learning
- (2019) Lukas Knoll et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Finding High-Quality Groundwater Resources to Reduce the Hydatidosis Incidence in the Shiqu County of Sichuan Province, China: Analysis, Assessment, and Management
- (2019) Dan Wang et al. Exposure and Health
- Combined microbial and isotopic signature approach to identify nitrate sources and transformation processes in groundwater
- (2019) Aiping Zhu et al. CHEMOSPHERE
- Impact of land cover on groundwater quality in the Upper Floridan Aquifer in Florida, United States
- (2019) Ranjit Bawa et al. ENVIRONMENTAL POLLUTION
- Predicting groundwater arsenic contamination: Regions at risk in highest populated state of India
- (2019) Sonal Bindal et al. WATER RESEARCH
- Groundwater quality under land use/land cover changes: A temporal study from 2005 to 2015 in Xi’an, Northwest China
- (2019) Song He et al. HUMAN AND ECOLOGICAL RISK ASSESSMENT
- Multi-hazard Groundwater Risks to Water Supply from Shallow Depths: Challenges to Achieving the Sustainable Development Goals in Bangladesh
- (2019) Mohammad Shamsudduha et al. Exposure and Health
- Health-Risk Assessment of Arsenic and Groundwater Quality Classification Using Random Forest in the Yanchi Region of Northwest China
- (2019) Chu Wu et al. Exposure and Health
- Impacts of Anthropogenic Activities on Groundwater Quality in a Detritic Aquifer in SE Spain
- (2019) Juan Antonio Luque-Espinar et al. Exposure and Health
- Long-term monitoring of hydrochemical characteristics and nitrogen pollution in the groundwater of Yinchuan area, Yinchuan basin of northwest China
- (2019) Fengxia Liu et al. Environmental Earth Sciences
- Quantitative evaluation of groundwater recharge and evaporation intensity with stable oxygen and hydrogen isotopes in a semi-arid region, Northwest China
- (2018) Qingchun Yang et al. HYDROLOGICAL PROCESSES
- Water resources research to support a sustainable China
- (2018) Peiyue Li et al. INTERNATIONAL JOURNAL OF WATER RESOURCES DEVELOPMENT
- Conjunctive use of groundwater and surface water to reduce soil salinization in the Yinchuan Plain, North-West China
- (2018) Peiyue Li et al. INTERNATIONAL JOURNAL OF WATER RESOURCES DEVELOPMENT
- Impacts of urban land use on the spatial distribution of groundwater pollution, Harbin City, Northeast China
- (2018) Zhuo Jia et al. JOURNAL OF CONTAMINANT HYDROLOGY
- A novel machine learning-based approach for the risk assessment of nitrate groundwater contamination
- (2018) Farzaneh Sajedi-Hosseini et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Health risk assessment of phreatic water based on triangular fuzzy theory in Yinchuan plain
- (2018) Shuo Yang et al. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY
- Predicting geogenic arsenic in drinking water wells in glacial aquifers, north‐central USA: accounting for depth‐dependent features
- (2018) M. L. Erickson et al. WATER RESOURCES RESEARCH
- Chromium and fluoride contamination in groundwater around leather tanning industries in southern India: Implications from stable isotopic ratio δ53Cr/δ52Cr, geochemical and geostatistical modelling
- (2018) G. Kanagaraj et al. CHEMOSPHERE
- Nitrate contamination in a shallow urban aquifer in East Ukraine: evidence from hydrochemical, stable isotopes of nitrate and land use analysis
- (2017) Y. Vystavna et al. Environmental Earth Sciences
- Validating a continental-scale groundwater diffuse pollution model using regional datasets
- (2017) Issoufou Ouedraogo et al. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH
- Nitrogen contamination in groundwater in an agricultural region along the New Silk Road, northwest China: distribution and factors controlling its fate
- (2017) Jie Chen et al. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH
- Source apportionment of pollution in groundwater source area using factor analysis and positive matrix factorization methods
- (2017) Xueru Guo et al. HUMAN AND ECOLOGICAL RISK ASSESSMENT
- The public health significance of latrines discharging to groundwater used for drinking
- (2017) P. Ravenscroft et al. WATER RESEARCH
- Challenges and prospects of sustainable groundwater management in an agricultural plain along the Silk Road Economic Belt, north-west China
- (2016) Jie Chen et al. INTERNATIONAL JOURNAL OF WATER RESOURCES DEVELOPMENT
- Predicting groundwater redox status on a regional scale using linear discriminant analysis
- (2016) M.E. Close et al. JOURNAL OF CONTAMINANT HYDROLOGY
- The interaction between surface water and groundwater and its effect on water quality in the Second Songhua River basin, northeast China
- (2016) Bing Zhang et al. Journal of Earth System Science
- Nitrate source identification in groundwater of multiple land-use areas by combining isotopes and multivariate statistical analysis: A case study of Asopos basin (Central Greece)
- (2016) Ioannis Matiatos SCIENCE OF THE TOTAL ENVIRONMENT
- Modeling groundwater nitrate concentrations in private wells in Iowa
- (2015) David C. Wheeler et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Hydrogeochemical contrasts between low and high arsenic groundwater and its implications for arsenic mobilization in shallow aquifers of the northern Yinchuan Basin, P.R. China
- (2014) Qi Guo et al. JOURNAL OF HYDROLOGY
- 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)
- (2014) Victor Rodriguez-Galiano et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Regression model for aquifer vulnerability assessment of nitrate pollution in the Osona region (NE Spain)
- (2013) Mercè Boy-Roura et al. JOURNAL OF HYDROLOGY
- Isotopic characteristics of precipitation, surface and ground waters in the Yinchuan plain, Northwest China
- (2012) Hui Qian et al. Environmental Earth Sciences
- Groundwater nitrate contamination: Factors and indicators
- (2012) Katharina Wick et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- Spatial and temporal patterns of groundwater arsenic in shallow and deep groundwater of Yinchuan Plain, China
- (2012) Shuangbao Han et al. JOURNAL OF GEOCHEMICAL EXPLORATION
- PIG: a numerical index for dissemination of groundwater contamination zones
- (2011) N. Subba Rao HYDROLOGICAL PROCESSES
- Assessing spatial and temporal connectivity between surface water and groundwater in a regional catchment: Implications for regional scale water quantity and quality
- (2011) E.W. Banks et al. JOURNAL OF HYDROLOGY
- Assigning land use to supply wells for the statistical characterization of regional groundwater quality: Correlating urban land use and VOC occurrence
- (2009) Tyler D. Johnson et al. JOURNAL OF HYDROLOGY
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreAdd your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload Now