Cargando…

Causes of variation among rice models in yield response to CO(2) examined with Free-Air CO(2) Enrichment and growth chamber experiments

The CO(2) fertilization effect is a major source of uncertainty in crop models for future yield forecasts, but coordinated efforts to determine the mechanisms of this uncertainty have been lacking. Here, we studied causes of uncertainty among 16 crop models in predicting rice yield in response to el...

Descripción completa

Detalles Bibliográficos
Autores principales: Hasegawa, Toshihiro, Li, Tao, Yin, Xinyou, Zhu, Yan, Boote, Kenneth, Baker, Jeffrey, Bregaglio, Simone, Buis, Samuel, Confalonieri, Roberto, Fugice, Job, Fumoto, Tamon, Gaydon, Donald, Kumar, Soora Naresh, Lafarge, Tanguy, Marcaida III, Manuel, Masutomi, Yuji, Nakagawa, Hiroshi, Oriol, Philippe, Ruget, Françoise, Singh, Upendra, Tang, Liang, Tao, Fulu, Wakatsuki, Hitomi, Wallach, Daniel, Wang, Yulong, Wilson, Lloyd Ted, Yang, Lianxin, Yang, Yubin, Yoshida, Hiroe, Zhang, Zhao, Zhu, Jianguo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5666007/
https://www.ncbi.nlm.nih.gov/pubmed/29093514
http://dx.doi.org/10.1038/s41598-017-13582-y
_version_ 1783275232248725504
author Hasegawa, Toshihiro
Li, Tao
Yin, Xinyou
Zhu, Yan
Boote, Kenneth
Baker, Jeffrey
Bregaglio, Simone
Buis, Samuel
Confalonieri, Roberto
Fugice, Job
Fumoto, Tamon
Gaydon, Donald
Kumar, Soora Naresh
Lafarge, Tanguy
Marcaida III, Manuel
Masutomi, Yuji
Nakagawa, Hiroshi
Oriol, Philippe
Ruget, Françoise
Singh, Upendra
Tang, Liang
Tao, Fulu
Wakatsuki, Hitomi
Wallach, Daniel
Wang, Yulong
Wilson, Lloyd Ted
Yang, Lianxin
Yang, Yubin
Yoshida, Hiroe
Zhang, Zhao
Zhu, Jianguo
author_facet Hasegawa, Toshihiro
Li, Tao
Yin, Xinyou
Zhu, Yan
Boote, Kenneth
Baker, Jeffrey
Bregaglio, Simone
Buis, Samuel
Confalonieri, Roberto
Fugice, Job
Fumoto, Tamon
Gaydon, Donald
Kumar, Soora Naresh
Lafarge, Tanguy
Marcaida III, Manuel
Masutomi, Yuji
Nakagawa, Hiroshi
Oriol, Philippe
Ruget, Françoise
Singh, Upendra
Tang, Liang
Tao, Fulu
Wakatsuki, Hitomi
Wallach, Daniel
Wang, Yulong
Wilson, Lloyd Ted
Yang, Lianxin
Yang, Yubin
Yoshida, Hiroe
Zhang, Zhao
Zhu, Jianguo
author_sort Hasegawa, Toshihiro
collection PubMed
description The CO(2) fertilization effect is a major source of uncertainty in crop models for future yield forecasts, but coordinated efforts to determine the mechanisms of this uncertainty have been lacking. Here, we studied causes of uncertainty among 16 crop models in predicting rice yield in response to elevated [CO(2)] (E-[CO(2)]) by comparison to free-air CO(2) enrichment (FACE) and chamber experiments. The model ensemble reproduced the experimental results well. However, yield prediction in response to E-[CO(2)] varied significantly among the rice models. The variation was not random: models that overestimated at one experiment simulated greater yield enhancements at the others. The variation was not associated with model structure or magnitude of photosynthetic response to E-[CO(2)] but was significantly associated with the predictions of leaf area. This suggests that modelled secondary effects of E-[CO(2)] on morphological development, primarily leaf area, are the sources of model uncertainty. Rice morphological development is conservative to carbon acquisition. Uncertainty will be reduced by incorporating this conservative nature of the morphological response to E-[CO(2)] into the models. Nitrogen levels, particularly under limited situations, make the prediction more uncertain. Improving models to account for [CO(2)] × N interactions is necessary to better evaluate management practices under climate change.
format Online
Article
Text
id pubmed-5666007
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-56660072017-11-08 Causes of variation among rice models in yield response to CO(2) examined with Free-Air CO(2) Enrichment and growth chamber experiments Hasegawa, Toshihiro Li, Tao Yin, Xinyou Zhu, Yan Boote, Kenneth Baker, Jeffrey Bregaglio, Simone Buis, Samuel Confalonieri, Roberto Fugice, Job Fumoto, Tamon Gaydon, Donald Kumar, Soora Naresh Lafarge, Tanguy Marcaida III, Manuel Masutomi, Yuji Nakagawa, Hiroshi Oriol, Philippe Ruget, Françoise Singh, Upendra Tang, Liang Tao, Fulu Wakatsuki, Hitomi Wallach, Daniel Wang, Yulong Wilson, Lloyd Ted Yang, Lianxin Yang, Yubin Yoshida, Hiroe Zhang, Zhao Zhu, Jianguo Sci Rep Article The CO(2) fertilization effect is a major source of uncertainty in crop models for future yield forecasts, but coordinated efforts to determine the mechanisms of this uncertainty have been lacking. Here, we studied causes of uncertainty among 16 crop models in predicting rice yield in response to elevated [CO(2)] (E-[CO(2)]) by comparison to free-air CO(2) enrichment (FACE) and chamber experiments. The model ensemble reproduced the experimental results well. However, yield prediction in response to E-[CO(2)] varied significantly among the rice models. The variation was not random: models that overestimated at one experiment simulated greater yield enhancements at the others. The variation was not associated with model structure or magnitude of photosynthetic response to E-[CO(2)] but was significantly associated with the predictions of leaf area. This suggests that modelled secondary effects of E-[CO(2)] on morphological development, primarily leaf area, are the sources of model uncertainty. Rice morphological development is conservative to carbon acquisition. Uncertainty will be reduced by incorporating this conservative nature of the morphological response to E-[CO(2)] into the models. Nitrogen levels, particularly under limited situations, make the prediction more uncertain. Improving models to account for [CO(2)] × N interactions is necessary to better evaluate management practices under climate change. Nature Publishing Group UK 2017-11-01 /pmc/articles/PMC5666007/ /pubmed/29093514 http://dx.doi.org/10.1038/s41598-017-13582-y Text en © The Author(s) 2017 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Hasegawa, Toshihiro
Li, Tao
Yin, Xinyou
Zhu, Yan
Boote, Kenneth
Baker, Jeffrey
Bregaglio, Simone
Buis, Samuel
Confalonieri, Roberto
Fugice, Job
Fumoto, Tamon
Gaydon, Donald
Kumar, Soora Naresh
Lafarge, Tanguy
Marcaida III, Manuel
Masutomi, Yuji
Nakagawa, Hiroshi
Oriol, Philippe
Ruget, Françoise
Singh, Upendra
Tang, Liang
Tao, Fulu
Wakatsuki, Hitomi
Wallach, Daniel
Wang, Yulong
Wilson, Lloyd Ted
Yang, Lianxin
Yang, Yubin
Yoshida, Hiroe
Zhang, Zhao
Zhu, Jianguo
Causes of variation among rice models in yield response to CO(2) examined with Free-Air CO(2) Enrichment and growth chamber experiments
title Causes of variation among rice models in yield response to CO(2) examined with Free-Air CO(2) Enrichment and growth chamber experiments
title_full Causes of variation among rice models in yield response to CO(2) examined with Free-Air CO(2) Enrichment and growth chamber experiments
title_fullStr Causes of variation among rice models in yield response to CO(2) examined with Free-Air CO(2) Enrichment and growth chamber experiments
title_full_unstemmed Causes of variation among rice models in yield response to CO(2) examined with Free-Air CO(2) Enrichment and growth chamber experiments
title_short Causes of variation among rice models in yield response to CO(2) examined with Free-Air CO(2) Enrichment and growth chamber experiments
title_sort causes of variation among rice models in yield response to co(2) examined with free-air co(2) enrichment and growth chamber experiments
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5666007/
https://www.ncbi.nlm.nih.gov/pubmed/29093514
http://dx.doi.org/10.1038/s41598-017-13582-y
work_keys_str_mv AT hasegawatoshihiro causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT litao causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT yinxinyou causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT zhuyan causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT bootekenneth causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT bakerjeffrey causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT bregagliosimone causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT buissamuel causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT confalonieriroberto causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT fugicejob causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT fumototamon causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT gaydondonald causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT kumarsooranaresh causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT lafargetanguy causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT marcaidaiiimanuel causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT masutomiyuji causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT nakagawahiroshi causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT oriolphilippe causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT rugetfrancoise causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT singhupendra causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT tangliang causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT taofulu causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT wakatsukihitomi causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT wallachdaniel causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT wangyulong causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT wilsonlloydted causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT yanglianxin causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT yangyubin causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT yoshidahiroe causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT zhangzhao causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments
AT zhujianguo causesofvariationamongricemodelsinyieldresponsetoco2examinedwithfreeairco2enrichmentandgrowthchamberexperiments