Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, Portugal

Bibliographic Details
Main Author: Rodrigues, Pedro
Publication Date: 2021
Other Authors: Pedroso, Vanda, Henriques, Carla, Matos, Ana, Reis, Samuel, Santos, João A.
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: https://hdl.handle.net/10316/105310
https://doi.org/10.20870/oeno-one.2021.55.3.4646
Summary: The grapevine vegetative cycle, which is morphologically described by its phenological stages, is strongly determined by weather conditions. Phenological models are widely applied in viticulture and are based on the assumption that air temperature is the preponderant environmental factor which determines vine development. In this study, phenological development models (PDMs) were calibrated and validated to simulate several intermediate stages between budbreak and veraison for cv. Touriga Nacional (TN) and cv. Encruzado (EN) winegrape varieties, which are widely grown in the Dao Wine Region, Portugal. These are thermal models, with which the daily sum of the rate of forcing (R) was calculated using a sigmoid function. For this purpose, a high-quality and comprehensive dataset was used which combines phenology data and weather station data in several vineyard sites spread over the region. The model showed an overall high performance (global RMSE of 5.4 days for EN and 5.0 days for TN), although it depended on the phenological stage and variety. The RMSE ranged from 3.2 to 6.2 for TN, and from 3.9 to 6.8 for EN. For both varieties and in all phenological stages, the RMSE was significantly lower than the standard deviation of the phenological observations. For TN, the model efficiency was greater than 0.71 for all phenological stages. In future studies, these models will be combined with specific models that simulate the evolution of winegrape berry quality indicators commonly used for harvest decision support. The relatively low complexity of the selected PDMs enables their use as a crop management and decision support tool. To our knowledge, no previous studies have been carried out on either of these two varieties and their intermediate phenological timings. The present study is an illustration of conceivable model development under diverse environmental conditions, thus allowing similar approaches to be adopted in other wine regions on a worldwide scale.
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spelling Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, PortugalPhenological developmentModellingGrapevineTouriga NacionalEncruzadoDão Wine RegionThe grapevine vegetative cycle, which is morphologically described by its phenological stages, is strongly determined by weather conditions. Phenological models are widely applied in viticulture and are based on the assumption that air temperature is the preponderant environmental factor which determines vine development. In this study, phenological development models (PDMs) were calibrated and validated to simulate several intermediate stages between budbreak and veraison for cv. Touriga Nacional (TN) and cv. Encruzado (EN) winegrape varieties, which are widely grown in the Dao Wine Region, Portugal. These are thermal models, with which the daily sum of the rate of forcing (R) was calculated using a sigmoid function. For this purpose, a high-quality and comprehensive dataset was used which combines phenology data and weather station data in several vineyard sites spread over the region. The model showed an overall high performance (global RMSE of 5.4 days for EN and 5.0 days for TN), although it depended on the phenological stage and variety. The RMSE ranged from 3.2 to 6.2 for TN, and from 3.9 to 6.8 for EN. For both varieties and in all phenological stages, the RMSE was significantly lower than the standard deviation of the phenological observations. For TN, the model efficiency was greater than 0.71 for all phenological stages. In future studies, these models will be combined with specific models that simulate the evolution of winegrape berry quality indicators commonly used for harvest decision support. The relatively low complexity of the selected PDMs enables their use as a crop management and decision support tool. To our knowledge, no previous studies have been carried out on either of these two varieties and their intermediate phenological timings. The present study is an illustration of conceivable model development under diverse environmental conditions, thus allowing similar approaches to be adopted in other wine regions on a worldwide scale.International Viticulture and Enology Society2021info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttps://hdl.handle.net/10316/105310https://hdl.handle.net/10316/105310https://doi.org/10.20870/oeno-one.2021.55.3.4646eng2494-1271Rodrigues, PedroPedroso, VandaHenriques, CarlaMatos, AnaReis, SamuelSantos, João A.info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2023-02-16T10:54:04Zoai:estudogeral.uc.pt:10316/105310Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-29T05:55:47.757249Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, Portugal
title Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, Portugal
spellingShingle Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, Portugal
Rodrigues, Pedro
Phenological development
Modelling
Grapevine
Touriga Nacional
Encruzado
Dão Wine Region
title_short Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, Portugal
title_full Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, Portugal
title_fullStr Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, Portugal
title_full_unstemmed Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, Portugal
title_sort Modelling the phenological development of cv. Touriga Nacional and Encruzado in the Dão Wine Region, Portugal
author Rodrigues, Pedro
author_facet Rodrigues, Pedro
Pedroso, Vanda
Henriques, Carla
Matos, Ana
Reis, Samuel
Santos, João A.
author_role author
author2 Pedroso, Vanda
Henriques, Carla
Matos, Ana
Reis, Samuel
Santos, João A.
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv Rodrigues, Pedro
Pedroso, Vanda
Henriques, Carla
Matos, Ana
Reis, Samuel
Santos, João A.
dc.subject.por.fl_str_mv Phenological development
Modelling
Grapevine
Touriga Nacional
Encruzado
Dão Wine Region
topic Phenological development
Modelling
Grapevine
Touriga Nacional
Encruzado
Dão Wine Region
description The grapevine vegetative cycle, which is morphologically described by its phenological stages, is strongly determined by weather conditions. Phenological models are widely applied in viticulture and are based on the assumption that air temperature is the preponderant environmental factor which determines vine development. In this study, phenological development models (PDMs) were calibrated and validated to simulate several intermediate stages between budbreak and veraison for cv. Touriga Nacional (TN) and cv. Encruzado (EN) winegrape varieties, which are widely grown in the Dao Wine Region, Portugal. These are thermal models, with which the daily sum of the rate of forcing (R) was calculated using a sigmoid function. For this purpose, a high-quality and comprehensive dataset was used which combines phenology data and weather station data in several vineyard sites spread over the region. The model showed an overall high performance (global RMSE of 5.4 days for EN and 5.0 days for TN), although it depended on the phenological stage and variety. The RMSE ranged from 3.2 to 6.2 for TN, and from 3.9 to 6.8 for EN. For both varieties and in all phenological stages, the RMSE was significantly lower than the standard deviation of the phenological observations. For TN, the model efficiency was greater than 0.71 for all phenological stages. In future studies, these models will be combined with specific models that simulate the evolution of winegrape berry quality indicators commonly used for harvest decision support. The relatively low complexity of the selected PDMs enables their use as a crop management and decision support tool. To our knowledge, no previous studies have been carried out on either of these two varieties and their intermediate phenological timings. The present study is an illustration of conceivable model development under diverse environmental conditions, thus allowing similar approaches to be adopted in other wine regions on a worldwide scale.
publishDate 2021
dc.date.none.fl_str_mv 2021
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/10316/105310
https://hdl.handle.net/10316/105310
https://doi.org/10.20870/oeno-one.2021.55.3.4646
url https://hdl.handle.net/10316/105310
https://doi.org/10.20870/oeno-one.2021.55.3.4646
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2494-1271
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv International Viticulture and Enology Society
publisher.none.fl_str_mv International Viticulture and Enology Society
dc.source.none.fl_str_mv reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron:RCAAP
instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
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