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Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja

Bibliographic Details
Main Author: Pedrini, João Eduardo
Publication Date: 2010
Format: Master thesis
Language: por
Source: Biblioteca de teses e dissertações da Universidade de Passo Fundo (BDTD UPF)
Download full: http://10.0.217.128:8080/jspui/handle/tede/1181
Summary: Quantifying the impact of Asian Soybean rust on yield is of great interest. Mathematical models have been developed representing the relationship between disease intensity yield. These models, admittedly useful, are based on empirical relationships determined either under eld or controlled conditions. By the other hand, the CSM-CROPGRO-Soybean model contained within DSSAT (Decision Support System for Agro-Technology Transfer) simulates plant growth and development from sowing to maturity using a daily time step, and ultimately predicts yield. The CSM-CROPGROSoybean model like the majority of crop simulation models was developed in FORTRAN. Therefore, one of the main challenges to the crop simulation models community is the integration of scienti c models created by di erent groups, which should expand the usefulness of the coupled new model. In coupling, aspects that should be considered include the identi cation of appropriate models, speci cations of interactions and the possibility of dynamic coupling di erent source codes. Therefore, there is a need to build a structural component containing the interface and the communication protocols between the components of the system. Beyond these stages, it is necessary to choose an adequate approach to couple the models. Integrating di erent aspects of a crop simulation model that mimics the growth and development of soybean and also accounts for the Asian Soybean Rust impacts on yield should be useful for analyzing and implementing disease management practices. Using di erent techniques of programming and coupling approaches was possible to develop a modi ed CSM-CROPGRO-Soybean that responded to rust intensity. The determination of best practices for achieving high yields while environmentally and economically sustainable is valuable information for strategic plans in Brazil and elsewhere. However, using the conventional experimental approach should consume a signi cant amount of time and resources. The use of crop simulation models, may be an alternative option for understanding crop response under various conditions of growth. The model CSM-CROPGRO-Soybean,coupled to a disease model, dynamically represents the Asian rust soybean progress and its impact on yield. Crop coecients for CSM-CROPGRO-Soybean were obtained from the DSSAT data base. The parameters for the soybean rust were obtained either from literature or estimated from experimental data. Weather data and soil characteristics from Passo Fundo, RS, Brazil were used to evaluate the modi ed model CSM-CROPGRO-Soybean. A sequence of observed categorical data representing soybean rust intensity in the area was used for model comparison. The results showed that the coupled model represented reasonable well the impact on yield due to rust colonization. In the simulation, soybean yield was less a ected in years when disease was considered of low intensity and signi cantly a ected in years categorized of high intensity.
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spelling Fernandes, José Maurício Cunha889.439.170-15http://lattes.cnpq.br/1841965052260924Pavan, Willingthon598.795.210-72http://lattes.cnpq.br/6506973801068764768.659320-72http://lattes.cnpq.br/9906906343278206Pedrini, João Eduardo2018-01-12T22:12:38Z2010-07-27PEDRINI, João Eduardo. Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja. 2010. 107 f. Dissertação (Mestrado em Agronomia) - Universidade de Passo Fundo, Passo Fundo, 2010.http://10.0.217.128:8080/jspui/handle/tede/1181Quantifying the impact of Asian Soybean rust on yield is of great interest. Mathematical models have been developed representing the relationship between disease intensity yield. These models, admittedly useful, are based on empirical relationships determined either under eld or controlled conditions. By the other hand, the CSM-CROPGRO-Soybean model contained within DSSAT (Decision Support System for Agro-Technology Transfer) simulates plant growth and development from sowing to maturity using a daily time step, and ultimately predicts yield. The CSM-CROPGROSoybean model like the majority of crop simulation models was developed in FORTRAN. Therefore, one of the main challenges to the crop simulation models community is the integration of scienti c models created by di erent groups, which should expand the usefulness of the coupled new model. In coupling, aspects that should be considered include the identi cation of appropriate models, speci cations of interactions and the possibility of dynamic coupling di erent source codes. Therefore, there is a need to build a structural component containing the interface and the communication protocols between the components of the system. Beyond these stages, it is necessary to choose an adequate approach to couple the models. Integrating di erent aspects of a crop simulation model that mimics the growth and development of soybean and also accounts for the Asian Soybean Rust impacts on yield should be useful for analyzing and implementing disease management practices. Using di erent techniques of programming and coupling approaches was possible to develop a modi ed CSM-CROPGRO-Soybean that responded to rust intensity. The determination of best practices for achieving high yields while environmentally and economically sustainable is valuable information for strategic plans in Brazil and elsewhere. However, using the conventional experimental approach should consume a signi cant amount of time and resources. The use of crop simulation models, may be an alternative option for understanding crop response under various conditions of growth. The model CSM-CROPGRO-Soybean,coupled to a disease model, dynamically represents the Asian rust soybean progress and its impact on yield. Crop coecients for CSM-CROPGRO-Soybean were obtained from the DSSAT data base. The parameters for the soybean rust were obtained either from literature or estimated from experimental data. Weather data and soil characteristics from Passo Fundo, RS, Brazil were used to evaluate the modi ed model CSM-CROPGRO-Soybean. A sequence of observed categorical data representing soybean rust intensity in the area was used for model comparison. The results showed that the coupled model represented reasonable well the impact on yield due to rust colonization. In the simulation, soybean yield was less a ected in years when disease was considered of low intensity and signi cantly a ected in years categorized of high intensity.Quanticar o impacto da ferrugem asiática da soja sobre o rendimento é de grande interesse. Modelos matemáticos tem sido desenvolvidos, representando a relação entre a produção de intensidade da doença. Estes modelos, reconhecidamente úteis, são baseados em relações empíricas determinada quer em campo ou em condições controladas. Por outro lado, o modelo CSM-CROPGRO-Soybean contido no DSSAT (Decision Support System for Agro-Technology Transfer) simula o crescimento e desenvolvimento da planta desde a semeadura até à maturação usando um passo de tempo diário, e, finalmente, preve o rendimento. O modelo CSM-CROPGRO-Soybean como a maioria dos modelos de simulação de culturas foi desenvolvido em linguagem FORTRAN. Portanto, um dos principais desafios para a comunidade de modelos de simulação de culturas é a integração de modelos científicos criados por diferentes grupos, que devem ampliar a utilidade do novo modelo acoplado. No acoplamento, alguns aspectos devem ser considerados, estes incluem a identificação de modelos adequados, as especificações das interações e da possibilidade de acoplamento dinâmico de diferentes códigos fonte. Portanto, há necessidade da construção de um componente estrutural que contenha a interface e os protocolos de comunicação entre os componentes do sistema. Além dessas etapas, é necessário escolher uma abordagem adequada para o conjunto de modelos. Integrar diferentes aspectos de um modelo de simulação de culturas que imita o crescimento e desenvolvimento da soja e também para os impactos da ferrugem asiática da soja sobre o rendimento deve ser útil para analisar e implementar práticas de manejo da doença. Utilizando diferentes técnicas de programação e de abordagens para integração foi possível desenvolver uma versão modificada do CSM-CROPGRO-Soybean, que respondeu à intensidade ferrugem. A determinação das melhores práticas para alcançar altas produtividades, enquanto ambientalmente e economicamente sustentável é uma informação valiosa para os planos estratégicos no Brasil e em outros lugares. No entanto, usando a abordagem convencional experimental deve consumir uma quantidade significativa de tempo e recursos. O uso de modelos de simulação de culturas, podem ser uma alternativa para a compreensão da resposta da cultura em diferentes condições de crescimento.Submitted by admtede repositorio (referencia@upf.br) on 2018-01-12T22:12:38Z No. of bitstreams: 1 2010JoaoEduardoPedrini.pdf: 4257608 bytes, checksum: b62dd75035791aa1fb82577b714a8e3e (MD5)Made available in DSpace on 2018-01-12T22:12:38Z (GMT). No. of bitstreams: 1 2010JoaoEduardoPedrini.pdf: 4257608 bytes, checksum: b62dd75035791aa1fb82577b714a8e3e (MD5) Previous issue date: 2010-07-27Conselho Nacional de Pesquisa e Desenvolvimento Científico e Tecnológico - CNPqapplication/pdfporUniversidade de Passo FundoPrograma de Pós-Graduação em AgronomiaUPFBrasilFaculdade de Agronomia e Medicina Veterinária – FAMVFerrugem da soja (Doença)Ferrugem asiáticaSoja - Doenças e pragas - Controle biológicoSoybean rust diseasePhakopsora pachyrhiziSoybean - Diseases and pests - Biological controlFITOSSANIDADE::FITOPATOLOGIAAcoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da sojaLinking a disease model to the cropgro-soybean model: Asian soybean rustinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis562406611703505429050050060060053202200503672799-6207026424523013504-2555911436985713659info:eu-repo/semantics/openAccessreponame:Biblioteca de teses e dissertações da Universidade de Passo Fundo (BDTD UPF)instname:Universidade de Passo Fundo (UPF)instacron:UPFLICENSElicense.txtlicense.txttext/plain; charset=utf-81940http://tede.upf.br:8080/jspui/bitstream/tede/1181/1/license.txte0faded76e3df80302a4a0fb3f2bb5f3MD51ORIGINAL2010JoaoEduardoPedrini.pdf2010JoaoEduardoPedrini.pdfapplication/pdf4257608http://tede.upf.br:8080/jspui/bitstream/tede/1181/2/2010JoaoEduardoPedrini.pdfb62dd75035791aa1fb82577b714a8e3eMD52tede/11812018-01-12 21:57:25.38oai:tede.upf.br: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Biblioteca Digital de Teses e DissertaçõesPUBhttp://tede.upf.br/oai/requestbiblio@upf.br || bio@upf.br || cas@upf.br || car@upf.br || lve@upf.br || sar@upf.br || sol@upf.br || upfmundi@upf.br || jucelei@upf.bropendoar:2018-01-12T23:57:25Biblioteca de teses e dissertações da Universidade de Passo Fundo (BDTD UPF) - Universidade de Passo Fundo (UPF)false
dc.title.por.fl_str_mv Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja
dc.title.alternative.eng.fl_str_mv Linking a disease model to the cropgro-soybean model: Asian soybean rust
title Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja
spellingShingle Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja
Pedrini, João Eduardo
Ferrugem da soja (Doença)
Ferrugem asiática
Soja - Doenças e pragas - Controle biológico
Soybean rust disease
Phakopsora pachyrhizi
Soybean - Diseases and pests - Biological control
FITOSSANIDADE::FITOPATOLOGIA
title_short Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja
title_full Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja
title_fullStr Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja
title_full_unstemmed Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja
title_sort Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja
author Pedrini, João Eduardo
author_facet Pedrini, João Eduardo
author_role author
dc.contributor.advisor1.fl_str_mv Fernandes, José Maurício Cunha
dc.contributor.advisor1ID.fl_str_mv 889.439.170-15
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/1841965052260924
dc.contributor.advisor-co1.fl_str_mv Pavan, Willingthon
dc.contributor.advisor-co1ID.fl_str_mv 598.795.210-72
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/6506973801068764
dc.contributor.authorID.fl_str_mv 768.659320-72
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/9906906343278206
dc.contributor.author.fl_str_mv Pedrini, João Eduardo
contributor_str_mv Fernandes, José Maurício Cunha
Pavan, Willingthon
dc.subject.por.fl_str_mv Ferrugem da soja (Doença)
Ferrugem asiática
Soja - Doenças e pragas - Controle biológico
topic Ferrugem da soja (Doença)
Ferrugem asiática
Soja - Doenças e pragas - Controle biológico
Soybean rust disease
Phakopsora pachyrhizi
Soybean - Diseases and pests - Biological control
FITOSSANIDADE::FITOPATOLOGIA
dc.subject.eng.fl_str_mv Soybean rust disease
Phakopsora pachyrhizi
Soybean - Diseases and pests - Biological control
dc.subject.cnpq.fl_str_mv FITOSSANIDADE::FITOPATOLOGIA
description Quantifying the impact of Asian Soybean rust on yield is of great interest. Mathematical models have been developed representing the relationship between disease intensity yield. These models, admittedly useful, are based on empirical relationships determined either under eld or controlled conditions. By the other hand, the CSM-CROPGRO-Soybean model contained within DSSAT (Decision Support System for Agro-Technology Transfer) simulates plant growth and development from sowing to maturity using a daily time step, and ultimately predicts yield. The CSM-CROPGROSoybean model like the majority of crop simulation models was developed in FORTRAN. Therefore, one of the main challenges to the crop simulation models community is the integration of scienti c models created by di erent groups, which should expand the usefulness of the coupled new model. In coupling, aspects that should be considered include the identi cation of appropriate models, speci cations of interactions and the possibility of dynamic coupling di erent source codes. Therefore, there is a need to build a structural component containing the interface and the communication protocols between the components of the system. Beyond these stages, it is necessary to choose an adequate approach to couple the models. Integrating di erent aspects of a crop simulation model that mimics the growth and development of soybean and also accounts for the Asian Soybean Rust impacts on yield should be useful for analyzing and implementing disease management practices. Using di erent techniques of programming and coupling approaches was possible to develop a modi ed CSM-CROPGRO-Soybean that responded to rust intensity. The determination of best practices for achieving high yields while environmentally and economically sustainable is valuable information for strategic plans in Brazil and elsewhere. However, using the conventional experimental approach should consume a signi cant amount of time and resources. The use of crop simulation models, may be an alternative option for understanding crop response under various conditions of growth. The model CSM-CROPGRO-Soybean,coupled to a disease model, dynamically represents the Asian rust soybean progress and its impact on yield. Crop coecients for CSM-CROPGRO-Soybean were obtained from the DSSAT data base. The parameters for the soybean rust were obtained either from literature or estimated from experimental data. Weather data and soil characteristics from Passo Fundo, RS, Brazil were used to evaluate the modi ed model CSM-CROPGRO-Soybean. A sequence of observed categorical data representing soybean rust intensity in the area was used for model comparison. The results showed that the coupled model represented reasonable well the impact on yield due to rust colonization. In the simulation, soybean yield was less a ected in years when disease was considered of low intensity and signi cantly a ected in years categorized of high intensity.
publishDate 2010
dc.date.issued.fl_str_mv 2010-07-27
dc.date.accessioned.fl_str_mv 2018-01-12T22:12:38Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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dc.identifier.citation.fl_str_mv PEDRINI, João Eduardo. Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja. 2010. 107 f. Dissertação (Mestrado em Agronomia) - Universidade de Passo Fundo, Passo Fundo, 2010.
dc.identifier.uri.fl_str_mv http://10.0.217.128:8080/jspui/handle/tede/1181
identifier_str_mv PEDRINI, João Eduardo. Acoplando um modelo de doenças ao modelo cropgro-soybean : ferrugem asiática da soja. 2010. 107 f. Dissertação (Mestrado em Agronomia) - Universidade de Passo Fundo, Passo Fundo, 2010.
url http://10.0.217.128:8080/jspui/handle/tede/1181
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dc.publisher.initials.fl_str_mv UPF
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Faculdade de Agronomia e Medicina Veterinária – FAMV
publisher.none.fl_str_mv Universidade de Passo Fundo
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