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Rapid monitoring of cropland primary productivity and shipping activity in Ukraine
Ukraine is an important global exporter of grain, especially to several countries with vulnerable food systems. The war in Ukraine may disrupt global food supply by limiting the planting, growth, and harvest of crops, or disrupting grain supply logistics. We apply a novel statistical modelling appro...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10306187/ https://www.ncbi.nlm.nih.gov/pubmed/37379308 http://dx.doi.org/10.1371/journal.pone.0286637 |
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author | Wellington, Michael Kuhnert, Petra Lawes, Roger |
author_facet | Wellington, Michael Kuhnert, Petra Lawes, Roger |
author_sort | Wellington, Michael |
collection | PubMed |
description | Ukraine is an important global exporter of grain, especially to several countries with vulnerable food systems. The war in Ukraine may disrupt global food supply by limiting the planting, growth, and harvest of crops, or disrupting grain supply logistics. We apply a novel statistical modelling approach to satellite images of cropland in Ukraine for fast inference and exploration of cropping patterns and their influences in challenging environments. We also present satellite-derived cargo shipping activity as an accompaniment to these outputs to better explore the outcomes. Cropland Gross Primary Productivity in 2022 was 0.25gC/m(2) lower than the 2010–2021 baseline period (p < 0.001). Similarly, cumulative annual cargo shipping activity ports in the Odesa and Mariupol regions were 45% and 62% lower in 2022 than in 2021, respectively. This suggests that cropland primary productivity has suffered during the conflict, and reliance on a few key port areas introduces vulnerability to the value chain. |
format | Online Article Text |
id | pubmed-10306187 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-103061872023-06-29 Rapid monitoring of cropland primary productivity and shipping activity in Ukraine Wellington, Michael Kuhnert, Petra Lawes, Roger PLoS One Research Article Ukraine is an important global exporter of grain, especially to several countries with vulnerable food systems. The war in Ukraine may disrupt global food supply by limiting the planting, growth, and harvest of crops, or disrupting grain supply logistics. We apply a novel statistical modelling approach to satellite images of cropland in Ukraine for fast inference and exploration of cropping patterns and their influences in challenging environments. We also present satellite-derived cargo shipping activity as an accompaniment to these outputs to better explore the outcomes. Cropland Gross Primary Productivity in 2022 was 0.25gC/m(2) lower than the 2010–2021 baseline period (p < 0.001). Similarly, cumulative annual cargo shipping activity ports in the Odesa and Mariupol regions were 45% and 62% lower in 2022 than in 2021, respectively. This suggests that cropland primary productivity has suffered during the conflict, and reliance on a few key port areas introduces vulnerability to the value chain. Public Library of Science 2023-06-28 /pmc/articles/PMC10306187/ /pubmed/37379308 http://dx.doi.org/10.1371/journal.pone.0286637 Text en © 2023 Wellington et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Wellington, Michael Kuhnert, Petra Lawes, Roger Rapid monitoring of cropland primary productivity and shipping activity in Ukraine |
title | Rapid monitoring of cropland primary productivity and shipping activity in Ukraine |
title_full | Rapid monitoring of cropland primary productivity and shipping activity in Ukraine |
title_fullStr | Rapid monitoring of cropland primary productivity and shipping activity in Ukraine |
title_full_unstemmed | Rapid monitoring of cropland primary productivity and shipping activity in Ukraine |
title_short | Rapid monitoring of cropland primary productivity and shipping activity in Ukraine |
title_sort | rapid monitoring of cropland primary productivity and shipping activity in ukraine |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10306187/ https://www.ncbi.nlm.nih.gov/pubmed/37379308 http://dx.doi.org/10.1371/journal.pone.0286637 |
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