Machine learning prediction of ammonia nitrogen adsorption on biochar with model evaluation and optimization

Abstract In light of escalating nitrogen pollution in aquatic systems, this study presents a comprehensive machine learning (ML) approach to predict ammonia nitrogen adsorption capacity of biochar and identify optimal conditions. Twelve ML models, including tree-based ensembles, kernel-based methods...

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Bibliographic Details
Main Authors: Chong Liu, Paramasivan Balasubramanian, Jingxian An, Fayong Li
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:npj Clean Water
Online Access:https://doi.org/10.1038/s41545-024-00429-z
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