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Explainable machine learning to predict root biomass of field crops using UAV multispectral data

Understanding below-ground biomass dynamics is essential for improving crop performance in water-limited regions. Yet field-scale root monitoring remains constrained by destructive and labor-intensive sampling. This study presents explainable machine learning models to estimate root biomass of maize...

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Principais autores: Ruiping Shan, Guofang Wang, Shujie Jia, Xinran Liang, FuZhong Li, Wuping Zhang
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2026-05-01
Serier:Frontiers in Plant Science
Fag:
crop phenotyping
machine learning
root biomass
SHAP analysis
UAV multispectral
Online adgang:https://www.frontiersin.org/articles/10.3389/fpls.2026.1839186/full
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