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References from Machine learning and geospatial mapping of the water quality index for cleaner water management in peri-urban sub-catchments of the National Capital Region, India. Local targets link to admitted publications; unresolved targets remain external evidence.
Machine learning models for water quality prediction: a comprehensive analysis and uncertainty assessment in Mirpurkhas, Sindh, Pakistan
10.3390/w16070941 · 2024 · External reference
Impact of municipal wastewater use on urban and peri-urban agricultural productivity: the endogenous treatment-effects approach
10.1016/j.wds.2025.100224 · 2025 · External reference
Investigating the competency of some selected soft computing techniques for modeling of lateritic soil strength based on index properties
10.30574/ijsra.2024.12.2.1199 · 2024 · External reference
Aquatic system assessment of potentially toxic elements in El Manzala Lake, Egypt: a statistical and machine learning approach
10.1016/j.rineng.2025.105027 · 2025 · External reference
River water quality index prediction and uncertainty analysis: a comparative study of machine learning models
10.1016/j.jece.2020.104599 · 2021 · External reference
A scalable machine learning framework for hydrological water quality monitoring using physicochemical and microbial parameters
10.3390/w17142158 · 2025 · External reference
Bagging predictors
10.1023/a:1018054314350 · 1996 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
A water quality index-do we dare
1970 · External reference
Improving prediction of water quality indices using novel hybrid machine-learning algorithms
10.1016/j.scitotenv.2020.137612 · 2020 · External reference
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Aquatic pollution and marine ecosystems
2022 · External reference
Evaluating flow cytometric metrics for enhancing microbial monitoring in drinking water treatment processes
10.1016/j.jwpe.2024.106679 · 2025 · External reference
Wastewater treatment systems for city-based municipal drains for achieving sustainability
10.1007/s43615-022-00163-z · 2023 · External reference
A comprehensive survey of machine learning methodologies with emphasis in water resources management
10.3390/app132212147 · 2023 · External reference
Water quality status of Ciambulawung River, Banten Province, based on pollution index and NSF-WQI
10.1016/j.proenv.2015.03.030 · 2015 · External reference
Leveraging machine learning for environmental policy innovation: advances in data analytics to address urban and ecological challenges
10.51594/gjabr.v3i2.92 · 2025 · External reference
Assessment of water quality in Lake Qaroun using ground-based remote sensing data and artificial neural networks
10.3390/w13213094 · 2021 · External reference
Greedy function approximation: a gradient boosting machine
10.1214/aos/1013203451 · 2001 · External reference
Integration of water quality indices and multivariate modeling for assessing surface water quality in Qaroun Lake, Egypt
10.3390/w13162258 · 2021 · External reference
Appraisal of surface water quality of Nile river using water quality indices, spectral signature and multivariate modeling
10.3390/w14071131 · 2022 · External reference
Assessment of marine water quality using integrated indices and machine learning framework in the Arabian Gulf Region
10.3390/su18126140 · 2026 · External reference
Spatial distribution and hydrogeochemical factors influencing the occurrence of total coliform and E. coli bacteria in groundwater in a hyperarid area, Ad-Dawadmi, Saudi Arabia
10.3390/w14213471 · 2022 · External reference
Spatial distribution and hydrogeochemical factors influencing the occurrence of total coliform and E. coli bacteria in groundwater in a hyperarid area, Ad-Dawadmi, Saudi Arabia
10.3390/w14213471 · 2022 · External reference
Time series analysis and forecasting of water quality parameters along Yamuna river in Delhi
10.1016/j.procs.2024.04.302 · 2024 · External reference
An index number system for rating water quality
1965 · External reference
Machine learning algorithms for predicting the water quality index
10.3390/w15203540 · 2023 · External reference
Physicochemical and bacteriological assessment of Wupa wastewater treatment plant effluent and the effluent-receiving Wupa River in Abuja, Nigeria
10.1007/s10661-023-12209-2 · 2024 · External reference
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From pollution to progress: groundbreaking advances in clean technology unveiled
10.1016/j.igd.2024.100143 · 2024 · External reference
Development of coastal recreational water quality standards in the Mediterranean
10.1016/j.envint.2003.12.011 · 2004 · External reference
Water quality monitoring for irrigation by the integration of water quality index in a geographic information system environment in Chiba watershed, Nabeul, Tunisia
10.1007/s41101-024-00254-y · 2024 · External reference
Bridging the gap in water governance: lessons from global practices and the transition to integrated water resources management (IWRM)
2024 · External reference
A critical review of hazardous waste generation from textile industries and associated ecological impacts
10.1016/j.jics.2022.100829 · 2023 · External reference
Using machine learning models for predicting the water quality index in the La Buong River, Vietnam
10.3390/w14101552 · 2022 · External reference
Water quality prediction of the Yamuna River in India using hybrid neuro-fuzzy models
10.3390/w15061095 · 2023 · External reference
Spatial distribution of physicochemical-bacteriological parametric quality and water quality index of Gomti River, India
10.1007/s10661-022-09814-y · 2022 · External reference
Groundwater system of National Capital Region Delhi, India
2018 · External reference
Stacked hybridization to enhance the performance of artificial neural networks (ANN) for prediction of water quality index in the Bagh River Basin, India
10.1016/j.heliyon.2024.e31085 · 2024 · External reference
Physicochemical assessment of industrial effluents of Kala Sanghian drain, Punjab, India
10.1007/s10661-024-12446-z · 2024 · External reference
A machine learning-based framework for water quality index estimation in the Southern Bug River
10.3390/w15203543 · 2023 · External reference
A review of spatial-explicit factors determining spatial distribution of land use/land-use change
10.1007/s11355-010-0113-4 · 2011 · External reference
Integrated geospatial and geostatistical multi-criteria evaluation of urban groundwater quality using water quality indices
10.3390/w16172549 · 2024 · External reference
Acceptability of reclaimed municipal wastewater in cities: evidence from India's National Capital Region
10.2166/wp.2021.197 · 2022 · External reference
Eutrophication and nutrient release in urban areas of sub-Saharan Africa—a review
10.1016/j.scitotenv.2009.10.020 · 2010 · External reference
Adaptive random tree ensemble for evolving data stream classification
10.1016/j.knosys.2024.112830 · 2025 · External reference
An ANN application for water quality forecasting
10.1016/j.marpolbul.2008.05.021 · 2008 · External reference
A comprehensive review of machine learning algorithms and its application in groundwater quality prediction
10.1007/s11831-024-10126-2 · 2024 · External reference
Groundwater level prediction using machine learning algorithms in a drought-prone area
10.1007/s00521-022-07009-7 · 2022 · External reference
Microbial drinking water monitoring now and in the future
10.1111/1751-7915.14532 · 2024 · External reference
Simplifying decision trees
10.1016/s0020-7373(87)80053-6 · 1987 · External reference
A comprehensive review of human health hazards exposure due to groundwater contamination: a global perspective
10.1016/j.pce.2024.103637 · 2024 · External reference
Investigating the response of groundwater dynamics to urban development using remote sensing techniques
10.1007/s12040-025-02531-3 · 2025 · External reference
The effect of nitrate-contaminated drinking water and vegetables on the prevalence of acquired methemoglobinemia in Beit Lahia City in Palestine
10.3390/w15111989 · 2023 · External reference
Soil health and its improvement through novel agronomic and innovative approaches
10.3389/fagro.2021.680456 · 2021 · External reference
Water quality index classification based on machine learning: a case from the Langat River Basin model
10.3390/w14192939 · 2022 · External reference
The state of the Yamuna River: a detailed review of water quality assessment across the entire course in India
10.1007/s13201-024-02227-x · 2024 · External reference
A two-dimensional interpolation function for irregularly-spaced data
1968 · External reference
Integrating multi-criteria decision making and advanced technologies in water quality index development
2025 · External reference
Integrative assessment of surface water contamination using GIS, WQI, and machine learning in urban–industrial confluence zones surrounding the National Capital Territory of the Republic of India
10.3390/w17071076 · 2025 · External reference
Geospatial mapping and cluster analysis of antibiotic-resistant Escherichia coli in drinking water of semi-arid areas
10.1007/s10661-025-13982-y · 2025 · External reference
Microbial source tracking to elucidate the impact of land-use and physiochemical water quality on fecal contamination in a mixed land-use watershed
10.1016/j.scitotenv.2023.162181 · 2023 · External reference
Untreated wastewater reasons and causes: a review of most affected areas and cities
2023 · External reference
A comprehensive review on water quality monitoring devices: materials advances, current status, and future perspective
10.1080/10408347.2022.2070838 · 2024 · External reference
Wireless sensor network technology and geospatial technology for groundwater quality monitoring
2024 · External reference
Comprehensive assessment of physico-chemical and biological parameters in water quality monitoring: a review of contaminants, indicators, and health impacts
2025 · External reference
Innovative matrix-based assessment of non-conventional water processes: a strategic approach for sustainable water management in arid environments
10.3390/w17060866 · 2025 · External reference
Microbial indicators and their use for monitoring drinking water quality—a review
10.3390/su12062249 · 2020 · External reference
Exploring the impact of land use scales on water quality based on the random forest model: a case study of the Shaying River Basin, China
10.3390/w16030420 · 2024 · External reference
Two-year monitoring of microbiological water quality in small water supply systems: implications for microbial risk management
10.1007/s00267-024-01988-0 · 2024 · External reference
Effects of phosphate and arsenate on As metabolism in Microcystis aeruginosa at different growth phases
10.3390/w16070940 · 2024 · External reference
Importance and vulnerability of lakes and reservoirs supporting drinking water in China
10.1016/j.fmre.2022.01.035 · 2023 · External reference
Advanced machine learning and water quality index (WQI) assessment: evaluating groundwater quality at the Yopurga landfill
10.3390/w16121666 · 2024 · External reference