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Estimation of paddy rice leaf area index using machine learning methods based on hyperspectral data from multi-year experiments

The performance of three machine learning methods (support vector regression, random forests and artificial neural network) for estimating the LAI of paddy rice was evaluated in this study. Traditional univariate regression models involving narrowband NDVI with optimized band combinations as well as...

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Detalles Bibliográficos
Autores principales: Wang, Li, Chang, Qingrui, Yang, Jing, Zhang, Xiaohua, Li, Fenling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6281281/
https://www.ncbi.nlm.nih.gov/pubmed/30517144
http://dx.doi.org/10.1371/journal.pone.0207624

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