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A machine learning approach to estimation of downward solar radiation from satellite-derived data products: An application over a semi-arid ecosystem in the U.S.
Shortwave solar radiation is an important component of the surface energy balance and provides the principal source of energy for terrestrial ecosystems. This paper presents a machine learning approach in the form of a random forest (RF) model for estimating daily downward solar radiation flux at th...
Autores principales: | Zhou, Qingtao, Flores, Alejandro, Glenn, Nancy F., Walters, Reggie, Han, Bangshuai |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5544233/ https://www.ncbi.nlm.nih.gov/pubmed/28777811 http://dx.doi.org/10.1371/journal.pone.0180239 |
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