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The Role of Climate Covariability on Crop Yields in the Conterminous United States
The covariability of temperature (T), precipitation (P) and radiation (R) is an important aspect in understanding the climate influence on crop yields. Here, we analyze county-level corn and soybean yields and observed climate for the period 1983–2012 to understand how growing-season (June, July and...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5018813/ https://www.ncbi.nlm.nih.gov/pubmed/27616326 http://dx.doi.org/10.1038/srep33160 |
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author | Leng, Guoyong Zhang, Xuesong Huang, Maoyi Asrar, Ghassem R. Leung, L. Ruby |
author_facet | Leng, Guoyong Zhang, Xuesong Huang, Maoyi Asrar, Ghassem R. Leung, L. Ruby |
author_sort | Leng, Guoyong |
collection | PubMed |
description | The covariability of temperature (T), precipitation (P) and radiation (R) is an important aspect in understanding the climate influence on crop yields. Here, we analyze county-level corn and soybean yields and observed climate for the period 1983–2012 to understand how growing-season (June, July and August) mean T, P and R influence crop yields jointly and in isolation across the CONterminous United States (CONUS). Results show that nationally averaged corn and soybean yields exhibit large interannual variability of 21% and 22%, of which 35% and 32% can be significantly explained by T and P, respectively. By including R, an additional of 5% in variability can be explained for both crops. Using partial regression analyses, we find that studies that ignore the covariability among T, P, and R can substantially overestimate the sensitivity of crop yields to a single climate factor at the county scale. Further analyses indicate large spatial variation in the relative contributions of different climate variables to the variability of historical corn and soybean yields. The structure of the dominant climate factors did not change substantially over 1983–2012, confirming the robustness of the findings, which have important implications for crop yield prediction and crop model validations. |
format | Online Article Text |
id | pubmed-5018813 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-50188132016-09-19 The Role of Climate Covariability on Crop Yields in the Conterminous United States Leng, Guoyong Zhang, Xuesong Huang, Maoyi Asrar, Ghassem R. Leung, L. Ruby Sci Rep Article The covariability of temperature (T), precipitation (P) and radiation (R) is an important aspect in understanding the climate influence on crop yields. Here, we analyze county-level corn and soybean yields and observed climate for the period 1983–2012 to understand how growing-season (June, July and August) mean T, P and R influence crop yields jointly and in isolation across the CONterminous United States (CONUS). Results show that nationally averaged corn and soybean yields exhibit large interannual variability of 21% and 22%, of which 35% and 32% can be significantly explained by T and P, respectively. By including R, an additional of 5% in variability can be explained for both crops. Using partial regression analyses, we find that studies that ignore the covariability among T, P, and R can substantially overestimate the sensitivity of crop yields to a single climate factor at the county scale. Further analyses indicate large spatial variation in the relative contributions of different climate variables to the variability of historical corn and soybean yields. The structure of the dominant climate factors did not change substantially over 1983–2012, confirming the robustness of the findings, which have important implications for crop yield prediction and crop model validations. Nature Publishing Group 2016-09-12 /pmc/articles/PMC5018813/ /pubmed/27616326 http://dx.doi.org/10.1038/srep33160 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Leng, Guoyong Zhang, Xuesong Huang, Maoyi Asrar, Ghassem R. Leung, L. Ruby The Role of Climate Covariability on Crop Yields in the Conterminous United States |
title | The Role of Climate Covariability on Crop Yields in the Conterminous United States |
title_full | The Role of Climate Covariability on Crop Yields in the Conterminous United States |
title_fullStr | The Role of Climate Covariability on Crop Yields in the Conterminous United States |
title_full_unstemmed | The Role of Climate Covariability on Crop Yields in the Conterminous United States |
title_short | The Role of Climate Covariability on Crop Yields in the Conterminous United States |
title_sort | role of climate covariability on crop yields in the conterminous united states |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5018813/ https://www.ncbi.nlm.nih.gov/pubmed/27616326 http://dx.doi.org/10.1038/srep33160 |
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