Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
Autor(a) principal: | |
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Data de Publicação: | 2017 |
Outros Autores: | , , , |
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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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 |
_version_ |
1814508247970742272 |