Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon

Detalhes bibliográficos
Autor(a) principal: Costa, Olívia Bueno da
Data de Publicação: 2017
Outros Autores: Matricardi, Eraldo Aparecido Trondoli, Pedlowski, Marcos Antonio, Cochrane, Mark Alan, Fernandes, Luiz Cláudio
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UnB
Texto Completo: http://repositorio.unb.br/handle/10482/30575
http://dx.doi.org/10.1590/1809-4392201601544
Resumo: Although soybean production has been increasing in the state of Rondônia in the last decade, soybean planted area has been estimated indirectly using secondary datasets, which has limited understanding of its spatiotemporal distribution patterns. This study aimed to map and analyze spatial patterns of soybean expansion in Rondônia. We developed a classification technique based on Spectral Mixture Analysis (SMA) derived from Landsat imagery and Decision Tree Classification to detect and map soybean plantations in 2000, 2005, 2010, and 2014. The soybean classification map showed 93% global accuracy, 23% omission and 0% of commission errors for soybean crop fields. The greatest increases of soybean cropped area in the state of Rondônia were observed between 2000-2005 and 2005-2010 time-periods (33,239 ha and 59,628 ha, respectively), mostly located in Southern Rondônia. The expansion of soybean areas to Northern Rondônia (25,627 ha) has mostly occurred in the 2010-2014 time period. We estimate that 95.4% of all newly created soybean plantations, detected by 2014, were established on lands deforested nine or more years earlier. We concluded that the incursion of soybean plantations on lands deforested for other land uses (e.g. ranching) is contributing to their displacement (pastures) from older colonization zones toward more remote frontier areas of the Amazon, exacerbating new deforestation there.
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spelling Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian AmazonMapeamento espaço-temporal de plantios de soja no estado de Rondônia, Amazônia ocidental brasileiraAmazônia - BrasilDesmatamentoGeoprocessamentoProdutos agrícolasAlthough soybean production has been increasing in the state of Rondônia in the last decade, soybean planted area has been estimated indirectly using secondary datasets, which has limited understanding of its spatiotemporal distribution patterns. This study aimed to map and analyze spatial patterns of soybean expansion in Rondônia. We developed a classification technique based on Spectral Mixture Analysis (SMA) derived from Landsat imagery and Decision Tree Classification to detect and map soybean plantations in 2000, 2005, 2010, and 2014. The soybean classification map showed 93% global accuracy, 23% omission and 0% of commission errors for soybean crop fields. The greatest increases of soybean cropped area in the state of Rondônia were observed between 2000-2005 and 2005-2010 time-periods (33,239 ha and 59,628 ha, respectively), mostly located in Southern Rondônia. The expansion of soybean areas to Northern Rondônia (25,627 ha) has mostly occurred in the 2010-2014 time period. We estimate that 95.4% of all newly created soybean plantations, detected by 2014, were established on lands deforested nine or more years earlier. We concluded that the incursion of soybean plantations on lands deforested for other land uses (e.g. ranching) is contributing to their displacement (pastures) from older colonization zones toward more remote frontier areas of the Amazon, exacerbating new deforestation there.Instituto Nacional de Pesquisas da Amazônia2018-01-04T19:13:14Z2018-01-04T19:13:14Z2017-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfCOSTA, Olívia Bueno da et al. Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon. Acta Amazonica, Manaus, v. 47, n. 1, p. 29-38, jan./mar. 2017. Disponível em: <http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672017000100029&lng=en&nrm=iso>. Acesso em: 22 fev. 2018. doi: http://dx.doi.org/10.1590/1809-4392201601544.http://repositorio.unb.br/handle/10482/30575http://dx.doi.org/10.1590/1809-4392201601544Acta Amazonica - Este é um artigo publicado em acesso aberto sob uma licença Creative Commons (CC BY 4.0). Fonte: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672017000100029&lng=en&nrm=iso. Acesso em: 22 fev. 2018.info:eu-repo/semantics/openAccessCosta, Olívia Bueno daMatricardi, Eraldo Aparecido TrondoliPedlowski, Marcos AntonioCochrane, Mark AlanFernandes, Luiz Cláudioengreponame:Repositório Institucional da UnBinstname:Universidade de Brasília (UnB)instacron:UNB2023-05-24T23:14:36Zoai:repositorio.unb.br:10482/30575Repositório InstitucionalPUBhttps://repositorio.unb.br/oai/requestrepositorio@unb.bropendoar:2023-05-24T23:14:36Repositório Institucional da UnB - Universidade de Brasília (UnB)false
dc.title.none.fl_str_mv Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
Mapeamento espaço-temporal de plantios de soja no estado de Rondônia, Amazônia ocidental brasileira
title Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
spellingShingle Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
Costa, Olívia Bueno da
Amazônia - Brasil
Desmatamento
Geoprocessamento
Produtos agrícolas
title_short Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
title_full Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
title_fullStr Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
title_full_unstemmed Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
title_sort Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
author Costa, Olívia Bueno da
author_facet Costa, Olívia Bueno da
Matricardi, Eraldo Aparecido Trondoli
Pedlowski, Marcos Antonio
Cochrane, Mark Alan
Fernandes, Luiz Cláudio
author_role author
author2 Matricardi, Eraldo Aparecido Trondoli
Pedlowski, Marcos Antonio
Cochrane, Mark Alan
Fernandes, Luiz Cláudio
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Costa, Olívia Bueno da
Matricardi, Eraldo Aparecido Trondoli
Pedlowski, Marcos Antonio
Cochrane, Mark Alan
Fernandes, Luiz Cláudio
dc.subject.por.fl_str_mv Amazônia - Brasil
Desmatamento
Geoprocessamento
Produtos agrícolas
topic Amazônia - Brasil
Desmatamento
Geoprocessamento
Produtos agrícolas
description Although soybean production has been increasing in the state of Rondônia in the last decade, soybean planted area has been estimated indirectly using secondary datasets, which has limited understanding of its spatiotemporal distribution patterns. This study aimed to map and analyze spatial patterns of soybean expansion in Rondônia. We developed a classification technique based on Spectral Mixture Analysis (SMA) derived from Landsat imagery and Decision Tree Classification to detect and map soybean plantations in 2000, 2005, 2010, and 2014. The soybean classification map showed 93% global accuracy, 23% omission and 0% of commission errors for soybean crop fields. The greatest increases of soybean cropped area in the state of Rondônia were observed between 2000-2005 and 2005-2010 time-periods (33,239 ha and 59,628 ha, respectively), mostly located in Southern Rondônia. The expansion of soybean areas to Northern Rondônia (25,627 ha) has mostly occurred in the 2010-2014 time period. We estimate that 95.4% of all newly created soybean plantations, detected by 2014, were established on lands deforested nine or more years earlier. We concluded that the incursion of soybean plantations on lands deforested for other land uses (e.g. ranching) is contributing to their displacement (pastures) from older colonization zones toward more remote frontier areas of the Amazon, exacerbating new deforestation there.
publishDate 2017
dc.date.none.fl_str_mv 2017-01
2018-01-04T19:13:14Z
2018-01-04T19:13:14Z
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 COSTA, Olívia Bueno da et al. Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon. Acta Amazonica, Manaus, v. 47, n. 1, p. 29-38, jan./mar. 2017. Disponível em: <http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672017000100029&lng=en&nrm=iso>. Acesso em: 22 fev. 2018. doi: http://dx.doi.org/10.1590/1809-4392201601544.
http://repositorio.unb.br/handle/10482/30575
http://dx.doi.org/10.1590/1809-4392201601544
identifier_str_mv COSTA, Olívia Bueno da et al. Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon. Acta Amazonica, Manaus, v. 47, n. 1, p. 29-38, jan./mar. 2017. Disponível em: <http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672017000100029&lng=en&nrm=iso>. Acesso em: 22 fev. 2018. doi: http://dx.doi.org/10.1590/1809-4392201601544.
url http://repositorio.unb.br/handle/10482/30575
http://dx.doi.org/10.1590/1809-4392201601544
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.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Instituto Nacional de Pesquisas da Amazônia
publisher.none.fl_str_mv Instituto Nacional de Pesquisas da Amazônia
dc.source.none.fl_str_mv reponame:Repositório Institucional da UnB
instname:Universidade de Brasília (UnB)
instacron:UNB
instname_str Universidade de Brasília (UnB)
instacron_str UNB
institution UNB
reponame_str Repositório Institucional da UnB
collection Repositório Institucional da UnB
repository.name.fl_str_mv Repositório Institucional da UnB - Universidade de Brasília (UnB)
repository.mail.fl_str_mv repositorio@unb.br
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