Articles | Volume 13, issue 3
https://doi.org/10.5194/essd-13-1211-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/essd-13-1211-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
High-resolution global map of smallholder and industrial closed-canopy oil palm plantations
Adrià Descals
CREAF, Cerdanyola del Vallès, 08193 Barcelona, Spain
Serge Wich
School of Biological and Environmental Sciences, Liverpool John Moores
University, James Parsons Building, 3 Byrom Street, Liverpool L3 3AF, UK
Institute for Biodiversity and Ecosystem Dynamics, University of
Amsterdam, Science Park 904, 1098 XH, Amsterdam, the Netherlands
Erik Meijaard
Borneo Futures, Bandar Seri Begawan BA 2711, Brunei Darussalam
Durrell Institute of Conservation and Ecology, University of Kent,
Canterbury CT2 7NR, UK
School of Biological Sciences, University of Queensland, Queensland
4072, Australia
David L. A. Gaveau
Center for International Forestry Research, P.O. Box 0113 BOCBD,
Bogor, Indonesia
TheTreeMap, Bagadou Bas, 46600 Martel, France
Stephen Peedell
European Commission, Joint Research Centre, 20127 Ispra, Italy
Zoltan Szantoi
CORRESPONDING AUTHOR
European Commission, Joint Research Centre, 20127 Ispra, Italy
Department of Geography and Environmental Studies, Stellenbosch University, Stellenbosch 7602, South Africa
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Latest update: 20 Nov 2024
Short summary
Decision-making for sustainable vegetable oil production requires accurate global oil crop maps. We used high-resolution satellite data to train a deep learning model that accurately classified industrial and smallholder oil palm, the main oil-producing crop. Our results outperformed previous studies and proved the suitability of deep learning for land use mapping. The global oil palm area was 21±0.42 Mha for 2019; however, young and sparse plantations were not included in this estimate.
Decision-making for sustainable vegetable oil production requires accurate global oil crop maps....
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