Mapping of Pontal do Paranapanema pasture areas to estimate ethanol production
Autor(a) principal: | |
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Data de Publicação: | 2022 |
Outros Autores: | , , |
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. |
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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 |
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1797052715012980736 |