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: Acta Amazonica
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672017000100029
Resumo: ABSTRACT 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 AmazonBrazilian AmazonTropical deforestationLand-use and land-cover changeGeoprocessingAgricultural commoditiesABSTRACT 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.Instituto Nacional de Pesquisas da Amazônia2017-03-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672017000100029Acta Amazonica v.47 n.1 2017reponame:Acta Amazonicainstname:Instituto Nacional de Pesquisas da Amazônia (INPA)instacron:INPA10.1590/1809-4392201601544info:eu-repo/semantics/openAccessCOSTA,Olívia Bueno daMATRICARDI,Eraldo Aparecido TrondoliPEDLOWSKI,Marcos AntonioCOCHRANE,Mark AlanFERNANDES,Luiz Cláudioeng2016-12-05T00:00:00Zoai:scielo:S0044-59672017000100029Revistahttps://acta.inpa.gov.br/PUBhttps://old.scielo.br/oai/scielo-oai.phpacta@inpa.gov.br||acta@inpa.gov.br1809-43920044-5967opendoar:2016-12-05T00:00Acta Amazonica - Instituto Nacional de Pesquisas da Amazônia (INPA)false
dc.title.none.fl_str_mv Spatiotemporal mapping of soybean plantations in Rondônia, Western Brazilian Amazon
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
Brazilian Amazon
Tropical deforestation
Land-use and land-cover change
Geoprocessing
Agricultural commodities
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 Brazilian Amazon
Tropical deforestation
Land-use and land-cover change
Geoprocessing
Agricultural commodities
topic Brazilian Amazon
Tropical deforestation
Land-use and land-cover change
Geoprocessing
Agricultural commodities
description ABSTRACT 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 2017-03-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672017000100029
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672017000100029
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/1809-4392201601544
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
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 Acta Amazonica v.47 n.1 2017
reponame:Acta Amazonica
instname:Instituto Nacional de Pesquisas da Amazônia (INPA)
instacron:INPA
instname_str Instituto Nacional de Pesquisas da Amazônia (INPA)
instacron_str INPA
institution INPA
reponame_str Acta Amazonica
collection Acta Amazonica
repository.name.fl_str_mv Acta Amazonica - Instituto Nacional de Pesquisas da Amazônia (INPA)
repository.mail.fl_str_mv acta@inpa.gov.br||acta@inpa.gov.br
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