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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Hlavní autoři:	Ruiping Shan, Guofang Wang, Shujie Jia, Xinran Liang, FuZhong Li, Wuping Zhang
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	Frontiers Media S.A. 2026-05-01
Edice:	Frontiers in Plant Science
Témata:	crop phenotyping machine learning root biomass SHAP analysis UAV multispectral
On-line přístup:	https://www.frontiersin.org/articles/10.3389/fpls.2026.1839186/full
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