High-resolution global map of closed-canopy coconut palm
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Published:2023-09-08
Issue:9
Volume:15
Page:3991-4010
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ISSN:1866-3516
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Container-title:Earth System Science Data
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language:en
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Short-container-title:Earth Syst. Sci. Data
Author:
Descals AdriàORCID, Wich Serge, Szantoi ZoltanORCID, Struebig Matthew J.ORCID, Dennis Rona, Hatton Zoe, Ariffin Thina, Unus Nabillah, Gaveau David L. A., Meijaard ErikORCID
Abstract
Abstract. Demand for coconut is expected to rise, but the global
distribution of coconut palm has been studied little, which hinders the discussion
of its impacts. Here, we produced the first 20 m global coconut palm
layer using a U-Net model that was trained on annual Sentinel-1 and
Sentinel-2 composites for the year 2020. The overall accuracy was 99.04 ± 0.21 %, which was significantly higher than the no-information
rate. The producer's accuracy for coconut palm was 71.51 ± 23.11 %
when only closed-canopy coconut palm was considered in the validation, but this
decreased to 11.30 ± 2.33 % when sparse and dense open-canopy
coconut palm was also taken into account. This indicates that sparse and
dense open-canopy coconut palm remains difficult to map with accuracy. We
report a global coconut palm area of 12.66 ± 3.96 × 106 ha for
dense open- and closed-canopy coconut palm, but the estimate is 3 times
larger (38.93 ± 7.89 × 106 ha) when sparse coconut palm is
included in the area estimation. The large area of sparse coconut palm is
important as it indicates that production increases can likely be achieved
on the existing lands allocated to coconut. The Philippines, Indonesia, and
India account for most of the global coconut palm area, representing
approximately 82 % of the total mapped area. Our study provides the
high-resolution, quantitative, and precise data necessary for assessing the
relationships between coconut production and the synergies and trade-offs
between various sustainable development goal indicators. The global coconut
palm layer is available at https://doi.org/10.5281/zenodo.8128183 (Descals, 2023).
Publisher
Copernicus GmbH
Subject
General Earth and Planetary Sciences
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