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The implications for potential marginal land resources of cassava across worldwide under climate change challenges
The demand for energy plants is foreseen to grow as worldwide energy and climate policies promote the use of bioenergy for climate change mitigation. To avoid competing with food production, it’s critical to assess future changes in marginal land availability for energy plant development. Using a ma...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10499798/ https://www.ncbi.nlm.nih.gov/pubmed/37704718 http://dx.doi.org/10.1038/s41598-023-42132-y |
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author | Li, Yongping Ding, Fangyu Hao, Mengmeng Chen, Shuai Jiang, Dong Fan, Peiwei Qian, Yushu Zhuo, Jun Wu, Jiajie |
author_facet | Li, Yongping Ding, Fangyu Hao, Mengmeng Chen, Shuai Jiang, Dong Fan, Peiwei Qian, Yushu Zhuo, Jun Wu, Jiajie |
author_sort | Li, Yongping |
collection | PubMed |
description | The demand for energy plants is foreseen to grow as worldwide energy and climate policies promote the use of bioenergy for climate change mitigation. To avoid competing with food production, it’s critical to assess future changes in marginal land availability for energy plant development. Using a machine learning method, boosted regression tree, this study modeled potential marginal land resources suitable for cassava under current and different climate change scenarios, based on cassava occurrence records and environmental covariates. The findings revealed that, currently, over 80% of the 1357.24 Mha of available marginal land for cassava cultivation is distributed in Africa and South America. Under three climate change scenarios, by 2030, worldwide suitable marginal land resources were predicted to grow by 39.71Mha, 66.21 Mha, and 39.31Mha for the RCP4.5, RCP6.0, and RCP8.5 scenarios, respectively; by 2050, the potential marginal land suitable for cassava will increase by 38.98Mha, 83.02 Mha, and 55.43Mha, respectively; by 2080, the global marginal land resources were estimated to rise by 40.82 Mha, 99.74 Mha, and 21.87 Mha from now, respectively. Our results highlight the impacts of climate change on potential marginal land resources of cassava across worldwide, which provide the basis for assessing bioenergy potential in the future. |
format | Online Article Text |
id | pubmed-10499798 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-104997982023-09-15 The implications for potential marginal land resources of cassava across worldwide under climate change challenges Li, Yongping Ding, Fangyu Hao, Mengmeng Chen, Shuai Jiang, Dong Fan, Peiwei Qian, Yushu Zhuo, Jun Wu, Jiajie Sci Rep Article The demand for energy plants is foreseen to grow as worldwide energy and climate policies promote the use of bioenergy for climate change mitigation. To avoid competing with food production, it’s critical to assess future changes in marginal land availability for energy plant development. Using a machine learning method, boosted regression tree, this study modeled potential marginal land resources suitable for cassava under current and different climate change scenarios, based on cassava occurrence records and environmental covariates. The findings revealed that, currently, over 80% of the 1357.24 Mha of available marginal land for cassava cultivation is distributed in Africa and South America. Under three climate change scenarios, by 2030, worldwide suitable marginal land resources were predicted to grow by 39.71Mha, 66.21 Mha, and 39.31Mha for the RCP4.5, RCP6.0, and RCP8.5 scenarios, respectively; by 2050, the potential marginal land suitable for cassava will increase by 38.98Mha, 83.02 Mha, and 55.43Mha, respectively; by 2080, the global marginal land resources were estimated to rise by 40.82 Mha, 99.74 Mha, and 21.87 Mha from now, respectively. Our results highlight the impacts of climate change on potential marginal land resources of cassava across worldwide, which provide the basis for assessing bioenergy potential in the future. Nature Publishing Group UK 2023-09-13 /pmc/articles/PMC10499798/ /pubmed/37704718 http://dx.doi.org/10.1038/s41598-023-42132-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Li, Yongping Ding, Fangyu Hao, Mengmeng Chen, Shuai Jiang, Dong Fan, Peiwei Qian, Yushu Zhuo, Jun Wu, Jiajie The implications for potential marginal land resources of cassava across worldwide under climate change challenges |
title | The implications for potential marginal land resources of cassava across worldwide under climate change challenges |
title_full | The implications for potential marginal land resources of cassava across worldwide under climate change challenges |
title_fullStr | The implications for potential marginal land resources of cassava across worldwide under climate change challenges |
title_full_unstemmed | The implications for potential marginal land resources of cassava across worldwide under climate change challenges |
title_short | The implications for potential marginal land resources of cassava across worldwide under climate change challenges |
title_sort | implications for potential marginal land resources of cassava across worldwide under climate change challenges |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10499798/ https://www.ncbi.nlm.nih.gov/pubmed/37704718 http://dx.doi.org/10.1038/s41598-023-42132-y |
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