Review of remote Sensing indices for monitoring environmental grassland indicators in Europe

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Authors: Ann-Kathrin Holtgrave, Michael Forster, Christine I.B. Wallis, M.D. Raya-Sereno, Vicente Burchard-Levine, Julien Morel, Mattia Rossi, Duccio Rocchini, Marcel Schwieder, Patrick Hostert, Fabian Faßnacht, Birgit Kleinschmit
Cited by: 3
References: 98

Abstract

European grasslands provide biodiversity, carbon storage, and agricultural services, but face increasing pressure from intensification and climate change. We review remote sensing indices used to monitor conservation-relevant grassland environmental indicators in Europe, covering biochemical, structural, spatial, and temporal indices from satellite, airborne, uncrewed aerial vehicle (UAV) and ground-based sensors. We synthesize best-practice applications for landscape/habitat/species identification, biomass and LAI, biodiversity, management, fluxes, and temporal dynamics, and summarize key limitations (e.g., saturation and background effects, mixed pixels, and limited model transferability). Finally, we outline how data fusion and emerging hyperspectral/thermal missions can improve operational, policy-ready monitoring.

Fields of Study & Subjects

Remote Sensing in Agriculture Plant Ecology and Soil Science Land Use and Ecosystem Services

Publication details

Journal / source
Ecological Indicators
Publisher
Elsevier BV
Volume
185
Pages
114732–114732
Publication date
10 March 2026
Language
EN