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Thermal Imaging Reliability for Estimating Grain Yield and Carbon Isotope Discrimination in Wheat Genotypes: Importance of the Environmental Conditions
Canopy temperature (Tc) by thermal imaging is a useful tool to study plant water status and estimate other crop traits. This work seeks to estimate grain yield (GY) and carbon discrimination (Δ(13)C) from stress degree day (SDD = Tc − air temperature, Ta), considering the effect of a number of envir...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630921/ https://www.ncbi.nlm.nih.gov/pubmed/31200543 http://dx.doi.org/10.3390/s19122676 |
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author | Romero-Bravo, Sebastián Méndez-Espinoza, Ana María Garriga, Miguel Estrada, Félix Escobar, Alejandro González-Martinez, Luis Poblete-Echeverría, Carlos Sepulveda, Daniel Matus, Ivan Castillo, Dalma del Pozo, Alejandro Lobos, Gustavo A. |
author_facet | Romero-Bravo, Sebastián Méndez-Espinoza, Ana María Garriga, Miguel Estrada, Félix Escobar, Alejandro González-Martinez, Luis Poblete-Echeverría, Carlos Sepulveda, Daniel Matus, Ivan Castillo, Dalma del Pozo, Alejandro Lobos, Gustavo A. |
author_sort | Romero-Bravo, Sebastián |
collection | PubMed |
description | Canopy temperature (Tc) by thermal imaging is a useful tool to study plant water status and estimate other crop traits. This work seeks to estimate grain yield (GY) and carbon discrimination (Δ(13)C) from stress degree day (SDD = Tc − air temperature, Ta), considering the effect of a number of environmental variables such as the averages of the maximum vapor pressure deficit (VPDmax) and the ambient temperature (Tmax), and the soil water content (SWC). For this, a set of 384 and a subset of 16 genotypes of spring bread wheat were evaluated in two Mediterranean-climate sites under water stress (WS) and full irrigation (FI) conditions, in 2011 and 2012, and 2014 and 2015, respectively. The relationship between the GY of the 384 wheat genotypes and SDD was negative and highly significant in 2011 (r(2) = 0.52 to 0.68), but not significant in 2012 (r(2) = 0.03 to 0.12). Under WS, the average GY, Δ(13)C, and SDD of wheat genotypes growing in ten environments were more associated with changes in VPDmax and Tmax than with the SWC. Therefore, the amount of water available to the plant is not enough information to assume that a particular genotype is experiencing a stress condition. |
format | Online Article Text |
id | pubmed-6630921 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-66309212019-08-19 Thermal Imaging Reliability for Estimating Grain Yield and Carbon Isotope Discrimination in Wheat Genotypes: Importance of the Environmental Conditions Romero-Bravo, Sebastián Méndez-Espinoza, Ana María Garriga, Miguel Estrada, Félix Escobar, Alejandro González-Martinez, Luis Poblete-Echeverría, Carlos Sepulveda, Daniel Matus, Ivan Castillo, Dalma del Pozo, Alejandro Lobos, Gustavo A. Sensors (Basel) Article Canopy temperature (Tc) by thermal imaging is a useful tool to study plant water status and estimate other crop traits. This work seeks to estimate grain yield (GY) and carbon discrimination (Δ(13)C) from stress degree day (SDD = Tc − air temperature, Ta), considering the effect of a number of environmental variables such as the averages of the maximum vapor pressure deficit (VPDmax) and the ambient temperature (Tmax), and the soil water content (SWC). For this, a set of 384 and a subset of 16 genotypes of spring bread wheat were evaluated in two Mediterranean-climate sites under water stress (WS) and full irrigation (FI) conditions, in 2011 and 2012, and 2014 and 2015, respectively. The relationship between the GY of the 384 wheat genotypes and SDD was negative and highly significant in 2011 (r(2) = 0.52 to 0.68), but not significant in 2012 (r(2) = 0.03 to 0.12). Under WS, the average GY, Δ(13)C, and SDD of wheat genotypes growing in ten environments were more associated with changes in VPDmax and Tmax than with the SWC. Therefore, the amount of water available to the plant is not enough information to assume that a particular genotype is experiencing a stress condition. MDPI 2019-06-13 /pmc/articles/PMC6630921/ /pubmed/31200543 http://dx.doi.org/10.3390/s19122676 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Romero-Bravo, Sebastián Méndez-Espinoza, Ana María Garriga, Miguel Estrada, Félix Escobar, Alejandro González-Martinez, Luis Poblete-Echeverría, Carlos Sepulveda, Daniel Matus, Ivan Castillo, Dalma del Pozo, Alejandro Lobos, Gustavo A. Thermal Imaging Reliability for Estimating Grain Yield and Carbon Isotope Discrimination in Wheat Genotypes: Importance of the Environmental Conditions |
title | Thermal Imaging Reliability for Estimating Grain Yield and Carbon Isotope Discrimination in Wheat Genotypes: Importance of the Environmental Conditions |
title_full | Thermal Imaging Reliability for Estimating Grain Yield and Carbon Isotope Discrimination in Wheat Genotypes: Importance of the Environmental Conditions |
title_fullStr | Thermal Imaging Reliability for Estimating Grain Yield and Carbon Isotope Discrimination in Wheat Genotypes: Importance of the Environmental Conditions |
title_full_unstemmed | Thermal Imaging Reliability for Estimating Grain Yield and Carbon Isotope Discrimination in Wheat Genotypes: Importance of the Environmental Conditions |
title_short | Thermal Imaging Reliability for Estimating Grain Yield and Carbon Isotope Discrimination in Wheat Genotypes: Importance of the Environmental Conditions |
title_sort | thermal imaging reliability for estimating grain yield and carbon isotope discrimination in wheat genotypes: importance of the environmental conditions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630921/ https://www.ncbi.nlm.nih.gov/pubmed/31200543 http://dx.doi.org/10.3390/s19122676 |
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