GROUNDED EO: Data-driven Sentinel-2 LAI and FAPAR retrieval using Gaussian processes trained with extensive fiducial reference measurements

Due to their importance in monitoring and modelling Earth's climate, the Global Climate Observing System (GCOS) designates leaf area index (LAI) and the fraction of absorbed photosynthetically active radiation (FAPAR) as essential climate variables (ECVs). The Simplified Level 2 Biophysical Pro...

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Bibliographic Details
Published in:	Remote sensing of environment Vol. 326; p. 114797
Main Authors:	Brown, Luke A., Fernandes, Richard, Verrelst, Jochem, Morris, Harry, Djamai, Najib, Reyes-Muñoz, Pablo, D.Kovács, Dávid, Meier, Courtney
Format:	Journal Article
Language:	English
Published:	Elsevier Inc 15.08.2025
Subjects:	algorithms automation biodiversity Canada carbon climate environment forest management Fraction of absorbed photosynthetically active radiation FRM GPR land cover Leaf area index Machine learning photosynthetically active radiation radiative transfer terrestrial ecosystems uncertainty vegetation Canada FRM GPR Fraction of absorbed photosynthetically active radiation Machine learning Leaf area index S2
ISSN:	0034-4257
Online Access:	Get full text
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