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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Bibliographic Details
Published in:	Remote sensing of environment Vol. 315; p. 114476
Main Authors:	Rivas, Henry, Touchais, Hélène, Thierion, Vincent, Millet, Jerome, Curtet, Laurence, Fauvel, Mathieu
Format:	Journal Article
Language:	English
Published:	Elsevier Inc 15.12.2024 Elsevier
Subjects:	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
Online Access:	Get full text
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