Nationwide operational mapping of grassland first mowing dates combining machine learning and Sentinel-2 time series

Grassland dynamics are modulated by management intensity and impact overall ecosystem functioning. In mowed grasslands, the first mowing date is a key indicator of management intensification. The aim of this work was to assess several supervised regression models for mapping grassland first mowing d...

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Vydáno v:	Remote sensing of environment Ročník 315; s. 114476
Hlavní autoři:	Rivas, Henry, Touchais, Hélène, Thierion, Vincent, Millet, Jerome, Curtet, Laurence, Fauvel, Mathieu
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Elsevier Inc 15.12.2024 Elsevier
Témata:	agroecology biodiversity data collection Deep-learning models ecosystems environment France Grassland management intensification grasslands Machine Learning Mowing dates mapping neural networks prediction Regression Satellite image time series Statistics time series analysis France Mowing dates mapping Satellite image time series Regression Deep-learning models Grassland management intensification
ISSN:	0034-4257, 1879-0704
On-line přístup:	Získat plný text
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