Environmental researchEnvironmental MonitoringWater PollutantsChemicalMachine LearningNeural Networks
Colored dissolved organic matter estimation using Sentinel-2 imagery in small-scale reservoir: Classification and regression-based data resampling approaches.
Jinuk Kim, Jin Hwi Kim, Wonjin Jang, Yonggwan Lee, Yong-Gu Lee, Kangmin Chon, Kyung Hwa Cho, Yongeun Park, Seongjoon Kim
Published: 202610.1016/j.envres.2025.123482
Abstract
Imbalanced datasets represent a significant challenge in accurately estimating Colored Dissolved Organic Matter (CDOM) concentrations in aquatic environments. This study integrates machine learning models with synthetic data generated via classificat…
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