Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production

Detalhes bibliográficos
Autor(a) principal: Ferreira, Victor Siqueira
Data de Publicação: 2022
Outros Autores: Zanette, Andréia Fátima, Azevedo, Cláudia Gonçalves de, Boschi, Letícia Sabo
Tipo de documento: Artigo
Idioma: por
Título da fonte: Research, Society and Development
Texto Completo: https://rsdjournal.org/index.php/rsd/article/view/30931
Resumo: The growing concern about climate change as well as increasingly stringent environmental legislation and the environmental degradation drive the consumption of biofuels in order to reduce polluting emissions.  Ethanol obtained from from sugar cane has been widely used as it is a renewable energy source and produces low pollutant emissions. In Brazil, the Proálcool encourages the expansion of sugarcane flavors throughout the state of São Paulo and the region of Pontal do Paranapanema is showing a growing replacement of pasture areas by this crop. In this context, the present work aims to estimate the production of ethanol for a small region of Pontal do Paranapanema from the replacement of pasture areas by sugarcane crops. For this, a land use and land cover map of the region was generated through the supervised classification of an image from the Sentinel 2A satellite in Google Earth Engine using the Random Forest algorithm and the NDVI, NDBI, MNDWI and RS indices. The classification had excellent accuracy, with Kappa Index values ​​of 99.7% and overall accuracy of 99.78%.  Pastures occupy 48.08% of the study area, with 196,416.71 hectares and when replacing pastures for sugar cane, the area presents a production potential between 1,079,741,938.32 and 1,214,709,680.61 liters of ethanol. Thus, the shows an enormous potential for ethanol production, being attractive for investments in the sector, favoring the economy and the population of the municipalities in the region.
id UNIFEI_cc1f4303920b2eccf3ca1003e16fcbb8
oai_identifier_str oai:ojs.pkp.sfu.ca:article/30931
network_acronym_str UNIFEI
network_name_str Research, Society and Development
repository_id_str
spelling Mapping of Pontal do Paranapanema pasture areas to estimate ethanol productionMapeo de áreas de pastos en Pontal do Paranapanema para estimar la producción de etanolMapeamento de áreas de pastagens do Pontal do Paranapanema para estimativa da produção de etanol Google Earth EngineMapping of land use and land coverBiofuels.Mapeo del uso y cobertura del sueloGoogle Earth EngineBiocombustibles.Mapeamento do uso e cobertura do soloGoogle Earth EngineBiocombustíveis.The growing concern about climate change as well as increasingly stringent environmental legislation and the environmental degradation drive the consumption of biofuels in order to reduce polluting emissions.  Ethanol obtained from from sugar cane has been widely used as it is a renewable energy source and produces low pollutant emissions. In Brazil, the Proálcool encourages the expansion of sugarcane flavors throughout the state of São Paulo and the region of Pontal do Paranapanema is showing a growing replacement of pasture areas by this crop. In this context, the present work aims to estimate the production of ethanol for a small region of Pontal do Paranapanema from the replacement of pasture areas by sugarcane crops. For this, a land use and land cover map of the region was generated through the supervised classification of an image from the Sentinel 2A satellite in Google Earth Engine using the Random Forest algorithm and the NDVI, NDBI, MNDWI and RS indices. The classification had excellent accuracy, with Kappa Index values ​​of 99.7% and overall accuracy of 99.78%.  Pastures occupy 48.08% of the study area, with 196,416.71 hectares and when replacing pastures for sugar cane, the area presents a production potential between 1,079,741,938.32 and 1,214,709,680.61 liters of ethanol. Thus, the shows an enormous potential for ethanol production, being attractive for investments in the sector, favoring the economy and the population of the municipalities in the region.La creciente preocupación por el cambio climático así como una legislación ambiental cada vez más estricta y el deterioro ambiental impulsan el consumo de biocombustibles con el fin de reducir las emisiones contaminantes. El etanol obtenido de la caña de azúcar ha sido ampliamente utilizado ya que es una fuente de energía renovable y produce bajas emisiones contaminantes. En Brasil, el Proálcool fomentó la expansión de los sabores de la caña de azúcar en todo el estado de São Paulo y la región de Pontal do Paranapanema está mostrando una creciente sustitución de áreas de pastos por este cultivo. En este contexto, el presente trabajo tiene como objetivo estimar la producción de etanol para una pequeña región del Pontal do Paranapanema a partir de la sustitución de áreas de pastos por cultivos de caña de azúcar. Para ello se elaboró ​​un mapa de uso y cobertura del suelo de la región mediante la clasificación supervisada de una imagen del satélite Sentinel 2A en Google Earth Engine a través del algoritmo Random Forest los índices NDVI, NDBI, MNDWI y RS. La clasificación presentó una precisión excelente, con valores del índice Kappa del 99,7 % y una precisión general del 99,78 %. Los potreros ocuparon el 48,08% del área de estudio, con 196.416,71 hectáreas y al sustituir los pastos por caña de azúcar, el área presenta un potencial de producción entre 1.079.741.938,32 y 1.214.709.680,61 litros de etanol. Por lo tanto, el área muestra un enorme potencial para la producción de etanol, siendo atractiva para inversiones en el sector, favoreciendo la economía y la población de los municipios de la región.A crescente preocupação com as mudanças climáticas bem como uma legislação ambiental cada vez mais rigorosa e a degradação ambiental impulsionam o consumo de biocombustíveis visando reduzir emissões poluentes. O etanol obtido a partir da cana de açúcar tem sido amplamente utilizado uma vez que é uma fonte de energia renovável e produz baixas emissões de poluentes. No Brasil, o Proálcool incentivou a expansão de lavouras de cana de açúcar pelo estado de São Paulo e a região do Pontal do Paranapanema está presenciando uma crescente substituição de áreas de pastagem por esta cultura. Nesse contexto, o presente trabalho tem como objetivo estimar a produção de etanol para uma pequena região do Pontal do Paranapanema a partir da substituição das áreas de pastagens por cultura de cana-de-açúcar. Para tanto, foi gerado um mapa de uso e cobertura do solo da região através da classificação supervisionada de uma imagem do satélite Sentinel 2A no Google Earth Engine por meio do algoritmo Random Forest e dos índices NDVI, NDBI, MNDWI e RS. A classificação apresentou uma acurácia excelente, com valores de Índice Kappa de 99,7% e acurácia global de 99,78%. As pastagens ocuparam 48,08% da área de estudo, com 196.416,71 hectares e ao substituir as pastagens por cana de açúcar a área apresenta um potencial de produção entre 1.079.741.938,32 e 1.214.709.680,61 litros de etanol. Desse modo, a área mostra um enorme potencial de produção de etanol sendo atrativa para investimentos no setor, favorecendo a economia e a população dos municípios da região.Research, Society and Development2022-06-14info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://rsdjournal.org/index.php/rsd/article/view/3093110.33448/rsd-v11i8.30931Research, Society and Development; Vol. 11 No. 8; e15811830931Research, Society and Development; Vol. 11 Núm. 8; e15811830931Research, Society and Development; v. 11 n. 8; e158118309312525-3409reponame:Research, Society and Developmentinstname:Universidade Federal de Itajubá (UNIFEI)instacron:UNIFEIporhttps://rsdjournal.org/index.php/rsd/article/view/30931/26367Copyright (c) 2022 Victor Siqueira Ferreira; Andréia Fátima Zanette; Cláudia Gonçalves de Azevedo; Letícia Sabo Boschihttps://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessFerreira, Victor Siqueira Zanette, Andréia Fátima Azevedo, Cláudia Gonçalves de Boschi, Letícia Sabo 2022-07-01T13:34:06Zoai:ojs.pkp.sfu.ca:article/30931Revistahttps://rsdjournal.org/index.php/rsd/indexPUBhttps://rsdjournal.org/index.php/rsd/oairsd.articles@gmail.com2525-34092525-3409opendoar:2024-01-17T09:47:29.595911Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)false
dc.title.none.fl_str_mv Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production
Mapeo de áreas de pastos en Pontal do Paranapanema para estimar la producción de etanol
Mapeamento de áreas de pastagens do Pontal do Paranapanema para estimativa da produção de etanol
title Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production
spellingShingle Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production
Ferreira, Victor Siqueira
Google Earth Engine
Mapping of land use and land cover
Biofuels.
Mapeo del uso y cobertura del suelo
Google Earth Engine
Biocombustibles.
Mapeamento do uso e cobertura do solo
Google Earth Engine
Biocombustíveis.
title_short Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production
title_full Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production
title_fullStr Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production
title_full_unstemmed Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production
title_sort Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production
author Ferreira, Victor Siqueira
author_facet Ferreira, Victor Siqueira
Zanette, Andréia Fátima
Azevedo, Cláudia Gonçalves de
Boschi, Letícia Sabo
author_role author
author2 Zanette, Andréia Fátima
Azevedo, Cláudia Gonçalves de
Boschi, Letícia Sabo
author2_role author
author
author
dc.contributor.author.fl_str_mv Ferreira, Victor Siqueira
Zanette, Andréia Fátima
Azevedo, Cláudia Gonçalves de
Boschi, Letícia Sabo
dc.subject.por.fl_str_mv Google Earth Engine
Mapping of land use and land cover
Biofuels.
Mapeo del uso y cobertura del suelo
Google Earth Engine
Biocombustibles.
Mapeamento do uso e cobertura do solo
Google Earth Engine
Biocombustíveis.
topic Google Earth Engine
Mapping of land use and land cover
Biofuels.
Mapeo del uso y cobertura del suelo
Google Earth Engine
Biocombustibles.
Mapeamento do uso e cobertura do solo
Google Earth Engine
Biocombustíveis.
description The growing concern about climate change as well as increasingly stringent environmental legislation and the environmental degradation drive the consumption of biofuels in order to reduce polluting emissions.  Ethanol obtained from from sugar cane has been widely used as it is a renewable energy source and produces low pollutant emissions. In Brazil, the Proálcool encourages the expansion of sugarcane flavors throughout the state of São Paulo and the region of Pontal do Paranapanema is showing a growing replacement of pasture areas by this crop. In this context, the present work aims to estimate the production of ethanol for a small region of Pontal do Paranapanema from the replacement of pasture areas by sugarcane crops. For this, a land use and land cover map of the region was generated through the supervised classification of an image from the Sentinel 2A satellite in Google Earth Engine using the Random Forest algorithm and the NDVI, NDBI, MNDWI and RS indices. The classification had excellent accuracy, with Kappa Index values ​​of 99.7% and overall accuracy of 99.78%.  Pastures occupy 48.08% of the study area, with 196,416.71 hectares and when replacing pastures for sugar cane, the area presents a production potential between 1,079,741,938.32 and 1,214,709,680.61 liters of ethanol. Thus, the shows an enormous potential for ethanol production, being attractive for investments in the sector, favoring the economy and the population of the municipalities in the region.
publishDate 2022
dc.date.none.fl_str_mv 2022-06-14
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://rsdjournal.org/index.php/rsd/article/view/30931
10.33448/rsd-v11i8.30931
url https://rsdjournal.org/index.php/rsd/article/view/30931
identifier_str_mv 10.33448/rsd-v11i8.30931
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://rsdjournal.org/index.php/rsd/article/view/30931/26367
dc.rights.driver.fl_str_mv https://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Research, Society and Development
publisher.none.fl_str_mv Research, Society and Development
dc.source.none.fl_str_mv Research, Society and Development; Vol. 11 No. 8; e15811830931
Research, Society and Development; Vol. 11 Núm. 8; e15811830931
Research, Society and Development; v. 11 n. 8; e15811830931
2525-3409
reponame:Research, Society and Development
instname:Universidade Federal de Itajubá (UNIFEI)
instacron:UNIFEI
instname_str Universidade Federal de Itajubá (UNIFEI)
instacron_str UNIFEI
institution UNIFEI
reponame_str Research, Society and Development
collection Research, Society and Development
repository.name.fl_str_mv Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)
repository.mail.fl_str_mv rsd.articles@gmail.com
_version_ 1797052715012980736