Optimizing machine learning methods for groundwater quality prediction: Case study in District Bagh, Azad Kashmir, Pakistan

Optimizing machine learning methods for groundwater quality prediction: Case study in District Bagh, Azad Kashmir, Pakistan

Groundwater quality monitoring is crucial for protecting the environment and human health. Machine learning (ML) offers substantial potential for enhancing groundwater quality prediction, classification, and identification of pollution indicators. This study evaluates various base ML algorithms and...

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Bibliographic Details
Main Authors: Usman Basharat, Wenjing Zhang, Cuihong Han, Shoukat Husain Khan, Arshad Abbasi, Sehrish Mahroof, Shuxin Li
Format: Article
Language:English
Published: Elsevier 2025-09-01
Series:Ecotoxicology and Environmental Safety
Subjects:
Groundwater quality
Machine learning
Key pollution indicators
Feature importance
Stacking ensemble learning
Classification algorithms
Online Access:http://www.sciencedirect.com/science/article/pii/S0147651325009558
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http://www.sciencedirect.com/science/article/pii/S0147651325009558

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