Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> Loureiro

Detalhes bibliográficos
Autor(a) principal: Araújo-Paredes, Cláudio
Data de Publicação: 2022
Outros Autores: Portela, Fernando, Mendes, Susana, Valín, Maria Isabel
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/20.500.11960/3075
Resumo: The crop water stress index (CWSI) is a widely used analytical tool based on portable thermography. This method can be useful in replacing the traditional stem water potential method obtained with a Scholander chamber (PMS Model 600) because the latter is not feasible for large-scale studies due to the time involved and the fact that it is invasive and can cause damage to the plant. The present work had three objectives: (i) to understand if CWSI estimated using an aerial sensor can estimate the water status of the plant; (ii) to compare CWSI from aerial-thermographic and portable thermal cameras with stem water potential; (iii) to estimate the capacity of an unmanned aerial vehicle (UAV) to calculate and spatialize CWSI. Monitoring of CWSI (CWSIP) using a portable device was performed directly in the canopy, by measuring reference temperatures (Tdry, Twet, and canopy temperature (Tc)). Aerial CWSI calculation was performed using two models: (i) a simplified CWSI model (CWSIS), where the Tdry and Twet were estimated as the average of 1% of the extreme temperature, and (ii) an air temperature model (CWSITair) where air temperatures (Tair + 7 ◦C) were recorded as Tdry and in the Twet, considering the average of the lowest 33% of histogram values. In these two models, the Tc value corresponded to the temperature value in each pixel of the aerial thermal image. The results show that it was possible to estimate CWSI by calculating canopy temperatures and spatializing CWSI using aerial thermography. Of the two models, it was found that for CWSITair, CWSIS (R2 = 0.55) evaluated crop water stress better than stem water potential. The CWSIS had good correlation compared with the portable sensor (R2 = 0.58), and its application in field measurements is possible.
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spelling Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> LoureiroPrecision viticultureUnmanned aerial vehicleThermal imageCrop water stress indexThe crop water stress index (CWSI) is a widely used analytical tool based on portable thermography. This method can be useful in replacing the traditional stem water potential method obtained with a Scholander chamber (PMS Model 600) because the latter is not feasible for large-scale studies due to the time involved and the fact that it is invasive and can cause damage to the plant. The present work had three objectives: (i) to understand if CWSI estimated using an aerial sensor can estimate the water status of the plant; (ii) to compare CWSI from aerial-thermographic and portable thermal cameras with stem water potential; (iii) to estimate the capacity of an unmanned aerial vehicle (UAV) to calculate and spatialize CWSI. Monitoring of CWSI (CWSIP) using a portable device was performed directly in the canopy, by measuring reference temperatures (Tdry, Twet, and canopy temperature (Tc)). Aerial CWSI calculation was performed using two models: (i) a simplified CWSI model (CWSIS), where the Tdry and Twet were estimated as the average of 1% of the extreme temperature, and (ii) an air temperature model (CWSITair) where air temperatures (Tair + 7 ◦C) were recorded as Tdry and in the Twet, considering the average of the lowest 33% of histogram values. In these two models, the Tc value corresponded to the temperature value in each pixel of the aerial thermal image. The results show that it was possible to estimate CWSI by calculating canopy temperatures and spatializing CWSI using aerial thermography. Of the two models, it was found that for CWSITair, CWSIS (R2 = 0.55) evaluated crop water stress better than stem water potential. The CWSIS had good correlation compared with the portable sensor (R2 = 0.58), and its application in field measurements is possible.2023-01-03T16:22:57Z2022-10-21T00:00:00Z2022-10-212022-12-14T15:46:36Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/20.500.11960/3075por10.3390/s22208056Araújo-Paredes, CláudioPortela, FernandoMendes, SusanaValín, Maria Isabelinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-21T14:44:58Zoai:repositorio.ipvc.pt:20.500.11960/3075Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:44:53.061645Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> Loureiro
title Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> Loureiro
spellingShingle Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> Loureiro
Araújo-Paredes, Cláudio
Precision viticulture
Unmanned aerial vehicle
Thermal image
Crop water stress index
title_short Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> Loureiro
title_full Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> Loureiro
title_fullStr Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> Loureiro
title_full_unstemmed Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> Loureiro
title_sort Using aerial thermal imagery to evaluate water status in <i>Vitis vinifera cv.</i> Loureiro
author Araújo-Paredes, Cláudio
author_facet Araújo-Paredes, Cláudio
Portela, Fernando
Mendes, Susana
Valín, Maria Isabel
author_role author
author2 Portela, Fernando
Mendes, Susana
Valín, Maria Isabel
author2_role author
author
author
dc.contributor.author.fl_str_mv Araújo-Paredes, Cláudio
Portela, Fernando
Mendes, Susana
Valín, Maria Isabel
dc.subject.por.fl_str_mv Precision viticulture
Unmanned aerial vehicle
Thermal image
Crop water stress index
topic Precision viticulture
Unmanned aerial vehicle
Thermal image
Crop water stress index
description The crop water stress index (CWSI) is a widely used analytical tool based on portable thermography. This method can be useful in replacing the traditional stem water potential method obtained with a Scholander chamber (PMS Model 600) because the latter is not feasible for large-scale studies due to the time involved and the fact that it is invasive and can cause damage to the plant. The present work had three objectives: (i) to understand if CWSI estimated using an aerial sensor can estimate the water status of the plant; (ii) to compare CWSI from aerial-thermographic and portable thermal cameras with stem water potential; (iii) to estimate the capacity of an unmanned aerial vehicle (UAV) to calculate and spatialize CWSI. Monitoring of CWSI (CWSIP) using a portable device was performed directly in the canopy, by measuring reference temperatures (Tdry, Twet, and canopy temperature (Tc)). Aerial CWSI calculation was performed using two models: (i) a simplified CWSI model (CWSIS), where the Tdry and Twet were estimated as the average of 1% of the extreme temperature, and (ii) an air temperature model (CWSITair) where air temperatures (Tair + 7 ◦C) were recorded as Tdry and in the Twet, considering the average of the lowest 33% of histogram values. In these two models, the Tc value corresponded to the temperature value in each pixel of the aerial thermal image. The results show that it was possible to estimate CWSI by calculating canopy temperatures and spatializing CWSI using aerial thermography. Of the two models, it was found that for CWSITair, CWSIS (R2 = 0.55) evaluated crop water stress better than stem water potential. The CWSIS had good correlation compared with the portable sensor (R2 = 0.58), and its application in field measurements is possible.
publishDate 2022
dc.date.none.fl_str_mv 2022-10-21T00:00:00Z
2022-10-21
2022-12-14T15:46:36Z
2023-01-03T16:22:57Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/20.500.11960/3075
url http://hdl.handle.net/20.500.11960/3075
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv 10.3390/s22208056
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
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dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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