Modeling European Beech Defoliation at a Regional Scale Gradient in Germany from Northern Lowlands to Central Uplands Using Geo-Ecological Parameters, Sentinel-2 and National Forest Condition Survey Data

Chunyan Xu, Michael Forster, Philip Beckschafer,Ulrike Talkner, Caroline Klinck,Birgit Kleinschmit

FOREST ECOLOGY AND MANAGEMENT（2025）

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Key words

European beech,Forest management and monitoring,Environmental conditions,Soil properties,Vegetation indices,Machine learning

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