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.

Holtgrave, A., Förster, M., Wallis, C., Raya-Sereno, M.D., Burchard-Levine, V., Morel, J., et al. (2026). Review of remote Sensing indices for monitoring environmental grassland indicators in Europe. ECOLOGICAL INDICATORS, 185, 1-10 [10.1016/j.ecolind.2026.114732].

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

Rossi, Mattia;Rocchini, Duccio;
2026

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.
2026
Holtgrave, A., Förster, M., Wallis, C., Raya-Sereno, M.D., Burchard-Levine, V., Morel, J., et al. (2026). Review of remote Sensing indices for monitoring environmental grassland indicators in Europe. ECOLOGICAL INDICATORS, 185, 1-10 [10.1016/j.ecolind.2026.114732].
Holtgrave, Ann-Kathrin; Förster, Michael; Wallis, Christine; Raya-Sereno, María Dolores; Burchard-Levine, Vicente; Morel, Julien; Rossi, Mattia; Rocch...espandi
File in questo prodotto:
File Dimensione Formato  
ECOLINDIC_2026.pdf

accesso riservato

Tipo: Versione (PDF) editoriale / Version Of Record
Licenza: Copyright dell'editore
Dimensione 3.17 MB
Formato Adobe PDF
3.17 MB Adobe PDF   Visualizza/Apri   Contatta l'autore

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/1054731
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 0
  • ???jsp.display-item.citation.isi??? 0
social impact