Produtividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação Sul
Autor(a) principal: | |
---|---|
Data de Publicação: | 2023 |
Tipo de documento: | Dissertação |
Idioma: | por |
Título da fonte: | Repositório Institucional da UFG |
dARK ID: | ark:/38995/0013000000tdj |
Texto Completo: | http://repositorio.bc.ufg.br/tede/handle/tede/12719 |
Resumo: | Soybean complex has stood out in the growth of the Brazilian economy. One factor that has contributed to this success in production is agroclimate risk zoning, which recommend sowing dates and areas for Brazil with lower climate risk. In this context, during the growing season, crop is subject to water stresses and higher oscillations of air temperature, which result in a decrease in yield and grain quality. Climatic events such as El Niño Southern Oscillation (ENSO) cause serious social and economic impacts, and are characterized with events of floods, storms, frosts and prolonged droughts. Crop and environment has a multiple interactions and crop modeling comes as a science based on a simple representation of a system capable of represent these interactions. This way, the aim of this study was to evaluate the effects of the ENOS on simulated soybean yield in different Brazilian regions, sowing dates, maturation groups and soil type. For this, the CSM-CROPGRO-Soybean model was used to simulate yield for 14 locations in Brazil. Climatic data from 1961 to 2016 was obtained from the National Institute of Meteorology and complemented from NASAPOWER until 2020, totaling 60 growing seasons of simulation. The simulation were performed using three soil types and three maturation groups, obtained from works that carried out the calibration of the model. Sowing dates were based on agroclimatic risk zoning, considering the maximum sowing window, divided into each ten days. The yield was correlated with the qualitative classification of ENOS (El Niño, La Niña and neutral phase). El Niño and La Niña phase occurred in 35% of growing season each, totaling 42 events in 60 years. In Cerrado biome, the majority of municipalities indicating a better performance with a late cycle, considering the greater sowing window. The greatest yield gains were obtained in growing seasons with neutral and La Niña phase, resulting in higher yield when compared to El Niño phase. This way, the sowing dates and crop cycle can help to reduce climate risk, independent of ENOS phase, but with soybean showing higher potential yield in growing seasons under neutral and La Niña. |
id |
UFG-2_66ecaea464bfedbecaf43e81b0564b4e |
---|---|
oai_identifier_str |
oai:repositorio.bc.ufg.br:tede/12719 |
network_acronym_str |
UFG-2 |
network_name_str |
Repositório Institucional da UFG |
repository_id_str |
|
spelling |
Battisti, Rafaelhttp://lattes.cnpq.br/9350992609794419Casaroli, Derblaihttp://lattes.cnpq.br/1054839770814863Battisti, RafaelHeinemann, Alexandre BryanBarbosa, Alexandrius de Moraeshttp://lattes.cnpq.br/8951447375040117Nicolau Neto, Publius Lentulus Artiaga2023-04-03T14:35:20Z2023-04-03T14:35:20Z2023-02-28NICOLAU NETO, P. L. A. Produtividade de soja in sílico no bioma cerrado em função do fenômeno El Niño Oscilação Sul. 2023. 113 f. Dissertação (Mestrado em Agronomia) - Universidade Federal de Goiás, Goiânia, 2023.http://repositorio.bc.ufg.br/tede/handle/tede/12719ark:/38995/0013000000tdjSoybean complex has stood out in the growth of the Brazilian economy. One factor that has contributed to this success in production is agroclimate risk zoning, which recommend sowing dates and areas for Brazil with lower climate risk. In this context, during the growing season, crop is subject to water stresses and higher oscillations of air temperature, which result in a decrease in yield and grain quality. Climatic events such as El Niño Southern Oscillation (ENSO) cause serious social and economic impacts, and are characterized with events of floods, storms, frosts and prolonged droughts. Crop and environment has a multiple interactions and crop modeling comes as a science based on a simple representation of a system capable of represent these interactions. This way, the aim of this study was to evaluate the effects of the ENOS on simulated soybean yield in different Brazilian regions, sowing dates, maturation groups and soil type. For this, the CSM-CROPGRO-Soybean model was used to simulate yield for 14 locations in Brazil. Climatic data from 1961 to 2016 was obtained from the National Institute of Meteorology and complemented from NASAPOWER until 2020, totaling 60 growing seasons of simulation. The simulation were performed using three soil types and three maturation groups, obtained from works that carried out the calibration of the model. Sowing dates were based on agroclimatic risk zoning, considering the maximum sowing window, divided into each ten days. The yield was correlated with the qualitative classification of ENOS (El Niño, La Niña and neutral phase). El Niño and La Niña phase occurred in 35% of growing season each, totaling 42 events in 60 years. In Cerrado biome, the majority of municipalities indicating a better performance with a late cycle, considering the greater sowing window. The greatest yield gains were obtained in growing seasons with neutral and La Niña phase, resulting in higher yield when compared to El Niño phase. This way, the sowing dates and crop cycle can help to reduce climate risk, independent of ENOS phase, but with soybean showing higher potential yield in growing seasons under neutral and La Niña.No decorrer dos anos, o complexo soja tem obtido destaque no crescimento da economia brasileira. Um fator que tem contribuído com esse sucesso da produção, são as pesquisas de risco climático, que recomendam épocas e áreas de semeaduras para o Brasil. Neste contexto, no período de safra, a cultura está sujeita a estresses causados por déficit hídrico e oscilações expressivas de temperatura do ar, que resultam na diminuição da produtividade e na qualidade do grão. Eventos climáticos como El Niño Oscilação Sul (ENOS) causam sérios impactos sociais e econômicos, e são caracterizados por eventos de inundações, tempestades, geadas e secas prolongadas. Diante da complexidade das interações entre a cultura e o ambiente que ela está inserida, a modelagem de cultura vem como ciência fundamentada em representação simples de um sistema capaz de confirmar essas interações. Nesse sentido, o objetivo deste projeto é avaliar os efeitos do fenômeno ENOS sobre a produtividade da soja simulada em diferentes regiões brasileiras, datas de semeadura, grupos de maturação e tipos de solos. Para isso foi utilizado o modelo CSM-CROPGRO-Soja para simulação de produtividade para 14 municípios no Brasil. Os dados climáticos de 1961 a 2016 foram obtidos do Instituto Nacional de Meteorologia e complementados com a base NASAPOWER até a 2020, totalizando 60 safras de simulação. Para cada local foram utilizados três tipos de solo e três grupos de maturação obtidos em trabalhos que realizaram a calibração do modelo. As datas de semeadura foram baseadas no zoneamento de risco agroclimático, considerando a janela máxima de semeadura, divididas em decêndios. A produtividade obtida foi correlacionada com a classificação qualitativa do ENOS (fase El Niño, Lã Niña e neutro). No período avaliado ocorreram 35% dos anos de El Niño e também 35% de La Niña, totalizando 42 eventos em 60 anos. De modo geral, ao que se refere ao bioma Cerrado, obteve-se maioria dos municípios indicando uma melhor performance com ciclo tardio, considerando a maior expansividade de janela. Os maiores ganhos de produtividade foram obtidos com a semeadura em anos de Neutralidade e de La Niña, dando destaques de produtividade quando comparado aos impactos negativos da fase de El Niño. Assim, a janela de semeadura e ciclo de cultivar podem auxiliar e reduzir o risco climático, independente da fase ENOS, com a cultura resultando em maior potencial produtivo nos anos de neutralidade e La Niña.Submitted by Dayane Basílio (dayanebasilio@ufg.br) on 2023-03-28T13:22:10Z No. of bitstreams: 2 Dissertação - Publius Lentulus Artiaga Nicolau Neto - 2023.pdf: 5205315 bytes, checksum: 193a6243d4e255e46dc278b4deaebe24 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2023-04-03T14:35:20Z (GMT) No. of bitstreams: 2 Dissertação - Publius Lentulus Artiaga Nicolau Neto - 2023.pdf: 5205315 bytes, checksum: 193a6243d4e255e46dc278b4deaebe24 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Made available in DSpace on 2023-04-03T14:35:20Z (GMT). No. of bitstreams: 2 Dissertação - Publius Lentulus Artiaga Nicolau Neto - 2023.pdf: 5205315 bytes, checksum: 193a6243d4e255e46dc278b4deaebe24 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5) Previous issue date: 2023-02-28porUniversidade Federal de GoiásPrograma de Pós-graduação em Agronomia (EA)UFGBrasilEscola de Agronomia - EA (RMG)Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessGlycine maxEl Niño Oscilação SulData de semeaduraCicloDSSATEl Nino Southern OscilationSowing datesCrop cycleCIENCIAS AGRARIAS::AGRONOMIA::AGROMETEOROLOGIAProdutividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação SulSoybean yields in sílico in the Cerrado biome and its relationship with the El Niño Southern Oscillation phenomenoninfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis5500500500219reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGLICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.bc.ufg.br/tede/bitstreams/ae48adb7-91b8-4cc4-a7cb-7c2fc77b626d/download8a4605be74aa9ea9d79846c1fba20a33MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8805http://repositorio.bc.ufg.br/tede/bitstreams/5f8f8cb3-4ea3-4036-8940-f2184afa0b3b/download4460e5956bc1d1639be9ae6146a50347MD52ORIGINALDissertação - Publius Lentulus Artiaga Nicolau Neto - 2023.pdfDissertação - Publius Lentulus Artiaga Nicolau Neto - 2023.pdfapplication/pdf5205315http://repositorio.bc.ufg.br/tede/bitstreams/f37a4f21-9417-4fce-adc3-8f6d39ba0e4b/download193a6243d4e255e46dc278b4deaebe24MD53tede/127192023-04-03 11:35:21.182http://creativecommons.org/licenses/by-nc-nd/4.0/Attribution-NonCommercial-NoDerivatives 4.0 Internationalopen.accessoai:repositorio.bc.ufg.br:tede/12719http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttp://repositorio.bc.ufg.br/oai/requesttasesdissertacoes.bc@ufg.bropendoar:2023-04-03T14:35:21Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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 |
dc.title.pt_BR.fl_str_mv |
Produtividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação Sul |
dc.title.alternative.eng.fl_str_mv |
Soybean yields in sílico in the Cerrado biome and its relationship with the El Niño Southern Oscillation phenomenon |
title |
Produtividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação Sul |
spellingShingle |
Produtividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação Sul Nicolau Neto, Publius Lentulus Artiaga Glycine max El Niño Oscilação Sul Data de semeadura Ciclo DSSAT El Nino Southern Oscilation Sowing dates Crop cycle CIENCIAS AGRARIAS::AGRONOMIA::AGROMETEOROLOGIA |
title_short |
Produtividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação Sul |
title_full |
Produtividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação Sul |
title_fullStr |
Produtividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação Sul |
title_full_unstemmed |
Produtividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação Sul |
title_sort |
Produtividade de soja in sílico no bioma Cerrado em função do fenômeno El Niño Oscilação Sul |
author |
Nicolau Neto, Publius Lentulus Artiaga |
author_facet |
Nicolau Neto, Publius Lentulus Artiaga |
author_role |
author |
dc.contributor.advisor1.fl_str_mv |
Battisti, Rafael |
dc.contributor.advisor1Lattes.fl_str_mv |
http://lattes.cnpq.br/9350992609794419 |
dc.contributor.advisor-co1.fl_str_mv |
Casaroli, Derblai |
dc.contributor.advisor-co1Lattes.fl_str_mv |
http://lattes.cnpq.br/1054839770814863 |
dc.contributor.referee1.fl_str_mv |
Battisti, Rafael |
dc.contributor.referee2.fl_str_mv |
Heinemann, Alexandre Bryan |
dc.contributor.referee3.fl_str_mv |
Barbosa, Alexandrius de Moraes |
dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/8951447375040117 |
dc.contributor.author.fl_str_mv |
Nicolau Neto, Publius Lentulus Artiaga |
contributor_str_mv |
Battisti, Rafael Casaroli, Derblai Battisti, Rafael Heinemann, Alexandre Bryan Barbosa, Alexandrius de Moraes |
dc.subject.por.fl_str_mv |
Glycine max El Niño Oscilação Sul Data de semeadura Ciclo DSSAT |
topic |
Glycine max El Niño Oscilação Sul Data de semeadura Ciclo DSSAT El Nino Southern Oscilation Sowing dates Crop cycle CIENCIAS AGRARIAS::AGRONOMIA::AGROMETEOROLOGIA |
dc.subject.eng.fl_str_mv |
El Nino Southern Oscilation Sowing dates Crop cycle |
dc.subject.cnpq.fl_str_mv |
CIENCIAS AGRARIAS::AGRONOMIA::AGROMETEOROLOGIA |
description |
Soybean complex has stood out in the growth of the Brazilian economy. One factor that has contributed to this success in production is agroclimate risk zoning, which recommend sowing dates and areas for Brazil with lower climate risk. In this context, during the growing season, crop is subject to water stresses and higher oscillations of air temperature, which result in a decrease in yield and grain quality. Climatic events such as El Niño Southern Oscillation (ENSO) cause serious social and economic impacts, and are characterized with events of floods, storms, frosts and prolonged droughts. Crop and environment has a multiple interactions and crop modeling comes as a science based on a simple representation of a system capable of represent these interactions. This way, the aim of this study was to evaluate the effects of the ENOS on simulated soybean yield in different Brazilian regions, sowing dates, maturation groups and soil type. For this, the CSM-CROPGRO-Soybean model was used to simulate yield for 14 locations in Brazil. Climatic data from 1961 to 2016 was obtained from the National Institute of Meteorology and complemented from NASAPOWER until 2020, totaling 60 growing seasons of simulation. The simulation were performed using three soil types and three maturation groups, obtained from works that carried out the calibration of the model. Sowing dates were based on agroclimatic risk zoning, considering the maximum sowing window, divided into each ten days. The yield was correlated with the qualitative classification of ENOS (El Niño, La Niña and neutral phase). El Niño and La Niña phase occurred in 35% of growing season each, totaling 42 events in 60 years. In Cerrado biome, the majority of municipalities indicating a better performance with a late cycle, considering the greater sowing window. The greatest yield gains were obtained in growing seasons with neutral and La Niña phase, resulting in higher yield when compared to El Niño phase. This way, the sowing dates and crop cycle can help to reduce climate risk, independent of ENOS phase, but with soybean showing higher potential yield in growing seasons under neutral and La Niña. |
publishDate |
2023 |
dc.date.accessioned.fl_str_mv |
2023-04-03T14:35:20Z |
dc.date.available.fl_str_mv |
2023-04-03T14:35:20Z |
dc.date.issued.fl_str_mv |
2023-02-28 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
dc.identifier.citation.fl_str_mv |
NICOLAU NETO, P. L. A. Produtividade de soja in sílico no bioma cerrado em função do fenômeno El Niño Oscilação Sul. 2023. 113 f. Dissertação (Mestrado em Agronomia) - Universidade Federal de Goiás, Goiânia, 2023. |
dc.identifier.uri.fl_str_mv |
http://repositorio.bc.ufg.br/tede/handle/tede/12719 |
dc.identifier.dark.fl_str_mv |
ark:/38995/0013000000tdj |
identifier_str_mv |
NICOLAU NETO, P. L. A. Produtividade de soja in sílico no bioma cerrado em função do fenômeno El Niño Oscilação Sul. 2023. 113 f. Dissertação (Mestrado em Agronomia) - Universidade Federal de Goiás, Goiânia, 2023. ark:/38995/0013000000tdj |
url |
http://repositorio.bc.ufg.br/tede/handle/tede/12719 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.relation.program.fl_str_mv |
5 |
dc.relation.confidence.fl_str_mv |
500 500 500 |
dc.relation.department.fl_str_mv |
2 |
dc.relation.cnpq.fl_str_mv |
19 |
dc.rights.driver.fl_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ |
eu_rights_str_mv |
openAccess |
dc.publisher.none.fl_str_mv |
Universidade Federal de Goiás |
dc.publisher.program.fl_str_mv |
Programa de Pós-graduação em Agronomia (EA) |
dc.publisher.initials.fl_str_mv |
UFG |
dc.publisher.country.fl_str_mv |
Brasil |
dc.publisher.department.fl_str_mv |
Escola de Agronomia - EA (RMG) |
publisher.none.fl_str_mv |
Universidade Federal de Goiás |
dc.source.none.fl_str_mv |
reponame:Repositório Institucional da UFG instname:Universidade Federal de Goiás (UFG) instacron:UFG |
instname_str |
Universidade Federal de Goiás (UFG) |
instacron_str |
UFG |
institution |
UFG |
reponame_str |
Repositório Institucional da UFG |
collection |
Repositório Institucional da UFG |
bitstream.url.fl_str_mv |
http://repositorio.bc.ufg.br/tede/bitstreams/ae48adb7-91b8-4cc4-a7cb-7c2fc77b626d/download http://repositorio.bc.ufg.br/tede/bitstreams/5f8f8cb3-4ea3-4036-8940-f2184afa0b3b/download http://repositorio.bc.ufg.br/tede/bitstreams/f37a4f21-9417-4fce-adc3-8f6d39ba0e4b/download |
bitstream.checksum.fl_str_mv |
8a4605be74aa9ea9d79846c1fba20a33 4460e5956bc1d1639be9ae6146a50347 193a6243d4e255e46dc278b4deaebe24 |
bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 |
repository.name.fl_str_mv |
Repositório Institucional da UFG - Universidade Federal de Goiás (UFG) |
repository.mail.fl_str_mv |
tasesdissertacoes.bc@ufg.br |
_version_ |
1815172517719965696 |