Estimation of Soil Organic Carbon Content of Grassland in West Songnen Plain Using Machine Learning Algorithms and Sentinel-1/2 Data

Estimation of Soil Organic Carbon Content of Grassland in West Songnen Plain Using Machine Learning Algorithms and Sentinel-1/2 Data

Based on multi-source data, including synthetic aperture radar (Sentinel-1, S1) and optical satellite images (Sentinel-2, S2), topographic data, and climate data, this study explored the performance and feasibility of different variable combinations in predicting SOC using three machine learning mod...

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Bibliographic Details
Main Authors: Haoming Li, Jingyao Xia, Yadi Yang, Yansu Bo, Xiaoyan Li
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Agriculture
Subjects:
machine learning
Sentinel-1/2
soil organic carbon
grassland
West Songnen Plain
Online Access:https://www.mdpi.com/2077-0472/15/15/1640
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