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Considering uncertainties expands the lower tail of maize yield projections
Crop yields are sensitive to extreme weather events. Improving the understanding of the mechanisms and the drivers of the projection uncertainties can help to improve decisions. Previous studies have provided important insights, but often sample only a small subset of potentially important uncertain...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8601471/ https://www.ncbi.nlm.nih.gov/pubmed/34793467 http://dx.doi.org/10.1371/journal.pone.0259180 |
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author | Ye, Haochen Nicholas, Robert E. Roth, Samantha Keller, Klaus |
author_facet | Ye, Haochen Nicholas, Robert E. Roth, Samantha Keller, Klaus |
author_sort | Ye, Haochen |
collection | PubMed |
description | Crop yields are sensitive to extreme weather events. Improving the understanding of the mechanisms and the drivers of the projection uncertainties can help to improve decisions. Previous studies have provided important insights, but often sample only a small subset of potentially important uncertainties. Here we expand on a previous statistical modeling approach by refining the analyses of two uncertainty sources. Specifically, we assess the effects of uncertainties surrounding crop-yield model parameters and climate forcings on projected crop yield. We focus on maize yield projections in the eastern U.S.in this century. We quantify how considering more uncertainties expands the lower tail of yield projections. We characterized the relative importance of each uncertainty source and show that the uncertainty surrounding yield model parameters is the main driver of yield projection uncertainty. |
format | Online Article Text |
id | pubmed-8601471 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-86014712021-11-19 Considering uncertainties expands the lower tail of maize yield projections Ye, Haochen Nicholas, Robert E. Roth, Samantha Keller, Klaus PLoS One Research Article Crop yields are sensitive to extreme weather events. Improving the understanding of the mechanisms and the drivers of the projection uncertainties can help to improve decisions. Previous studies have provided important insights, but often sample only a small subset of potentially important uncertainties. Here we expand on a previous statistical modeling approach by refining the analyses of two uncertainty sources. Specifically, we assess the effects of uncertainties surrounding crop-yield model parameters and climate forcings on projected crop yield. We focus on maize yield projections in the eastern U.S.in this century. We quantify how considering more uncertainties expands the lower tail of yield projections. We characterized the relative importance of each uncertainty source and show that the uncertainty surrounding yield model parameters is the main driver of yield projection uncertainty. Public Library of Science 2021-11-18 /pmc/articles/PMC8601471/ /pubmed/34793467 http://dx.doi.org/10.1371/journal.pone.0259180 Text en © 2021 Ye 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 Ye, Haochen Nicholas, Robert E. Roth, Samantha Keller, Klaus Considering uncertainties expands the lower tail of maize yield projections |
title | Considering uncertainties expands the lower tail of maize yield projections |
title_full | Considering uncertainties expands the lower tail of maize yield projections |
title_fullStr | Considering uncertainties expands the lower tail of maize yield projections |
title_full_unstemmed | Considering uncertainties expands the lower tail of maize yield projections |
title_short | Considering uncertainties expands the lower tail of maize yield projections |
title_sort | considering uncertainties expands the lower tail of maize yield projections |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8601471/ https://www.ncbi.nlm.nih.gov/pubmed/34793467 http://dx.doi.org/10.1371/journal.pone.0259180 |
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