Landscape structure, climate variability, and soil quality shape crop biomass patterns in agricultural ecosystems of Bavaria

Understanding how environmental variability shapes crop biomass is essential for improving yield stability and guiding climate-resilient agriculture. To address this, we compared biomass estimates from a semi-empirical light use efficiency (LUE) model with predictions from a machine learning–remote...

Ausführliche Beschreibung

Bibliografische Detailangaben

Hauptverfasser:	Maninder Singh Dhillon, Thomas Koellner, Sarah Asam, Jakob Bogenreuther, Stefan Dech, Ursula Gessner, Daniel Gruschwitz, Sylvia Helena Annuth, Tanja Kraus, Thomas Rummler, Christian Schaefer, Sarah Schönbrodt-Stitt, Ingolf Steffan-Dewenter, Martina Wilde, Tobias Ullmann
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	Frontiers Media S.A. 2025-08-01
Schriftenreihe:	Frontiers in Plant Science
Schlagworte:	crop biomass modeling landscape diversity climate variability random forest regression small woody features climate-resilient agriculture
Online-Zugang:	https://www.frontiersin.org/articles/10.3389/fpls.2025.1630087/full
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