Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.

Detalhes bibliográficos
Autor(a) principal: BECKER, W. R.
Data de Publicação: 2020
Outros Autores: RICHETTI, J., MERCANTE, E., ESQUERDO, J. C. D. M., SILVA JUNIOR, C. A. da, PALUDO, A., JOHANN, J. A.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
Texto Completo: http://www.alice.cnptia.embrapa.br/alice/handle/doc/1126956
Resumo: Abstract. Knowledge of the agricultural calendar of crops is essential to better estimate and forecast the cultivation of large-scale crops. The aim of this study was to estimate sowing date (SD), date of maximum vegetative development (DMVD), and harvest date (HD) of soybean and corn in the state of Paraná, Brazil. Dates from 120 farms and the Enhanced Vegetation Index (EVI) from the Moderate Resolution Imaging Spectroradiometer (MODIS) from 2011 to 2014 were used into a seasonal trend analysis to obtain soybean and corn seasonal patterns. The results indicate that the majority soybean is sown during October and the DMVD occurs between the second ten-day period of December and the first ten-day period of January. Owing to the spatial variability of the SD, the difference in the maturation cycles of the cultivars, and regional climatic variation, the HD of soybean varied greatly during the studied crop years, ranging from mid-February to late March. The SD of corn is before that of soybean, and mainly occurs in late September to mid-October. The DMVD mainly occurs during December, and the HD is distributed throughout January to March in Paraná. When comparing the estimated dates with observed dates the mean error (ME) varied from 0.2 days earlier to 3.3 days after the observed date for soybean with root mean square error (RMSE) from 1.93 to 14.73 days. For corn, the ME varied from 10.3 days to 18.5 days after the observed date with RMSE from 18.02 to 27.82 days.
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spelling Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.Índice de vegetação melhoradoÍndice de Vegetação AprimoradoData de ColheitaData de SemeaduraEnhanced Vegetation IndexTimesatSojaMilhoVegetation indexSoybeansCornSowing dateHarvest dateAbstract. Knowledge of the agricultural calendar of crops is essential to better estimate and forecast the cultivation of large-scale crops. The aim of this study was to estimate sowing date (SD), date of maximum vegetative development (DMVD), and harvest date (HD) of soybean and corn in the state of Paraná, Brazil. Dates from 120 farms and the Enhanced Vegetation Index (EVI) from the Moderate Resolution Imaging Spectroradiometer (MODIS) from 2011 to 2014 were used into a seasonal trend analysis to obtain soybean and corn seasonal patterns. The results indicate that the majority soybean is sown during October and the DMVD occurs between the second ten-day period of December and the first ten-day period of January. Owing to the spatial variability of the SD, the difference in the maturation cycles of the cultivars, and regional climatic variation, the HD of soybean varied greatly during the studied crop years, ranging from mid-February to late March. The SD of corn is before that of soybean, and mainly occurs in late September to mid-October. The DMVD mainly occurs during December, and the HD is distributed throughout January to March in Paraná. When comparing the estimated dates with observed dates the mean error (ME) varied from 0.2 days earlier to 3.3 days after the observed date for soybean with root mean square error (RMSE) from 1.93 to 14.73 days. For corn, the ME varied from 10.3 days to 18.5 days after the observed date with RMSE from 18.02 to 27.82 days.Suplemento 1.WILLYAN RONALDO BECKER, Unioeste; JONATHAN RICHETTI, Unioeste; ERIVELTO MERCANTE, Unioeste; JULIO CESAR DALLA MORA ESQUERDO, CNPTIA; CARLOS ANTONIO DA SILVA JUNIOR, Unemat; ALEX PALUDO, Unioeste; JERRY ADRIANI JOHANN, Unioeste.BECKER, W. R.RICHETTI, J.MERCANTE, E.ESQUERDO, J. C. D. M.SILVA JUNIOR, C. A. daPALUDO, A.JOHANN, J. A.2020-11-23T23:00:35Z2020-11-23T23:00:35Z2020-11-232020info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleSemina: Ciências Agrárias, v. 41, n. 5, p. 2419-2428, 2020.http://www.alice.cnptia.embrapa.br/alice/handle/doc/112695610.5433/1679-0359.2020v41n5Supl1p2419enginfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)instacron:EMBRAPA2020-11-23T23:00:43Zoai:www.alice.cnptia.embrapa.br:doc/1126956Repositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestopendoar:21542020-11-23T23:00:43falseRepositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestcg-riaa@embrapa.bropendoar:21542020-11-23T23:00:43Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)false
dc.title.none.fl_str_mv Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.
title Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.
spellingShingle Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.
BECKER, W. R.
Índice de vegetação melhorado
Índice de Vegetação Aprimorado
Data de Colheita
Data de Semeadura
Enhanced Vegetation Index
Timesat
Soja
Milho
Vegetation index
Soybeans
Corn
Sowing date
Harvest date
title_short Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.
title_full Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.
title_fullStr Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.
title_full_unstemmed Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.
title_sort Agricultural soybean and corn calendar based on moderate resolution satellite images for southern Brazil.
author BECKER, W. R.
author_facet BECKER, W. R.
RICHETTI, J.
MERCANTE, E.
ESQUERDO, J. C. D. M.
SILVA JUNIOR, C. A. da
PALUDO, A.
JOHANN, J. A.
author_role author
author2 RICHETTI, J.
MERCANTE, E.
ESQUERDO, J. C. D. M.
SILVA JUNIOR, C. A. da
PALUDO, A.
JOHANN, J. A.
author2_role author
author
author
author
author
author
dc.contributor.none.fl_str_mv WILLYAN RONALDO BECKER, Unioeste; JONATHAN RICHETTI, Unioeste; ERIVELTO MERCANTE, Unioeste; JULIO CESAR DALLA MORA ESQUERDO, CNPTIA; CARLOS ANTONIO DA SILVA JUNIOR, Unemat; ALEX PALUDO, Unioeste; JERRY ADRIANI JOHANN, Unioeste.
dc.contributor.author.fl_str_mv BECKER, W. R.
RICHETTI, J.
MERCANTE, E.
ESQUERDO, J. C. D. M.
SILVA JUNIOR, C. A. da
PALUDO, A.
JOHANN, J. A.
dc.subject.por.fl_str_mv Índice de vegetação melhorado
Índice de Vegetação Aprimorado
Data de Colheita
Data de Semeadura
Enhanced Vegetation Index
Timesat
Soja
Milho
Vegetation index
Soybeans
Corn
Sowing date
Harvest date
topic Índice de vegetação melhorado
Índice de Vegetação Aprimorado
Data de Colheita
Data de Semeadura
Enhanced Vegetation Index
Timesat
Soja
Milho
Vegetation index
Soybeans
Corn
Sowing date
Harvest date
description Abstract. Knowledge of the agricultural calendar of crops is essential to better estimate and forecast the cultivation of large-scale crops. The aim of this study was to estimate sowing date (SD), date of maximum vegetative development (DMVD), and harvest date (HD) of soybean and corn in the state of Paraná, Brazil. Dates from 120 farms and the Enhanced Vegetation Index (EVI) from the Moderate Resolution Imaging Spectroradiometer (MODIS) from 2011 to 2014 were used into a seasonal trend analysis to obtain soybean and corn seasonal patterns. The results indicate that the majority soybean is sown during October and the DMVD occurs between the second ten-day period of December and the first ten-day period of January. Owing to the spatial variability of the SD, the difference in the maturation cycles of the cultivars, and regional climatic variation, the HD of soybean varied greatly during the studied crop years, ranging from mid-February to late March. The SD of corn is before that of soybean, and mainly occurs in late September to mid-October. The DMVD mainly occurs during December, and the HD is distributed throughout January to March in Paraná. When comparing the estimated dates with observed dates the mean error (ME) varied from 0.2 days earlier to 3.3 days after the observed date for soybean with root mean square error (RMSE) from 1.93 to 14.73 days. For corn, the ME varied from 10.3 days to 18.5 days after the observed date with RMSE from 18.02 to 27.82 days.
publishDate 2020
dc.date.none.fl_str_mv 2020-11-23T23:00:35Z
2020-11-23T23:00:35Z
2020-11-23
2020
dc.type.driver.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv Semina: Ciências Agrárias, v. 41, n. 5, p. 2419-2428, 2020.
http://www.alice.cnptia.embrapa.br/alice/handle/doc/1126956
10.5433/1679-0359.2020v41n5Supl1p2419
identifier_str_mv Semina: Ciências Agrárias, v. 41, n. 5, p. 2419-2428, 2020.
10.5433/1679-0359.2020v41n5Supl1p2419
url http://www.alice.cnptia.embrapa.br/alice/handle/doc/1126956
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv reponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
instacron:EMBRAPA
instname_str Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
instacron_str EMBRAPA
institution EMBRAPA
reponame_str Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
collection Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
repository.name.fl_str_mv Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
repository.mail.fl_str_mv cg-riaa@embrapa.br
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