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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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J. Verrelst

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Review Open access Sep 2026

Dynamic Reconstruction of Vegetation Earth Observation Time Series: Beyond Gap-Filling in Level-3 Products

Level-3 (L3) Earth observation (EO) products are commonly generated through temporal compositing, smoothing, and gap-filling of Level-2 retrievals. While these procedures provide spatially and temporally continuous datasets, they rely on interpolation assumptions that cannot adequately capture high-frequency, non-linea...

J. Verrelst · 0 citations
Review Open access Sep 2026

Retrieval of Vegetation Nitrogen from Hyperspectral Remote Sensing: A Critical Review of Recent Methodological Advances

Hyperspectral retrieval of nitrogen-related vegetation variables has undergone rapid methodological advances driven by the emergence of protein-sensitive radiative transfer models (RTMs), modern machine learning (ML), and operational imaging spectroscopy. This review synthesizes recent developments in hyperspectral ret...

J. Verrelst, Anirudh Belwalkar, K. Yu et al. · 0 citations

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