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 | Acesso ao texto completo restrito à biblioteca da Embrapa Cerrados. Para informações adicionais entre em contato com cpac.biblioteca@embrapa.br. |
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Registro Completo |
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Biblioteca(s): |
Embrapa Cerrados; Embrapa Recursos Genéticos e Biotecnologia. |
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Data corrente: |
18/08/2023 |
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Data da última atualização: |
30/08/2023 |
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Tipo da produção científica: |
Artigo em Periódico Indexado |
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Autoria: |
SILVA, T. R.; SILVA, T. R.; SANO, E. E.; VIEIRA, D. L. M. |
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Afiliação: |
TAMILIS ROCHA SILVA, University of Brasília; TAIS ROCHA SILVA, Itaú Unibanco Holding S.A.; EDSON EYJI SANO, CPAC; DANIEL LUIS MASCIA VIEIRA, Cenargen. |
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Título: |
Mapping the regeneration potential of native vegetation in cultivated pastures of the Brazilian Cerrado. |
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Ano de publicação: |
2023 |
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Fonte/Imprenta: |
Environmental Monitoring and Assessment, 195, 2023. Article 1038. |
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DOI: |
https://doi.org/10.1007/s10661-023-11606-x |
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Idioma: |
Inglês |
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Conteúdo: |
Abstract The Brazilian Cerrado is a hotspot of biodiversity conservation and an important global agricultural region. Cultivated pastures under diferent degradation levels are dominant in the landscape and are being targeted for sustainable agricultural intensifcation and restoration of native vegetation. In this study, we classifed the cultivated pastures of the Brazilian Cerrado according to their potential for natural regeneration, based on feld surveys and environmental predictors. We surveyed the native vegetation cover in 186 plots distributed along 93 cultivated pastures. The environmental predictors considered in this study were the proportion of sand in the soil, cation exchange capacity, climate water defcit, pasture age, slope, and pasture vigor index. We then applied the Random Forest regression algorithm to predict and map the cultivated pastures according to their potential for natural regeneration in the 19 Cerrado ecoregions. The potential for natural regeneration was classifed into low (< 30% of native plant cover), medium (30?50%), and high (> 50%). Our prediction explained 75% of the data variability. Most of the cultivated pastures presented medium potential for natural regeneration (57%), while 31% and 12% presented high and low potentials, respectively. Cultivated pastures in ecoregions with high mechanization, due to their high water availability and extensive fat terrains, presented low potential for natural regeneration. This frst attempt to map the potential for natural regeneration in the cultivated pastures of the Brazilian Cerrado can be used as a proxy for planning low-cost and predictable restoration or environmentally sustainable intensifcation in this major type of land use found in this biome. MenosAbstract The Brazilian Cerrado is a hotspot of biodiversity conservation and an important global agricultural region. Cultivated pastures under diferent degradation levels are dominant in the landscape and are being targeted for sustainable agricultural intensifcation and restoration of native vegetation. In this study, we classifed the cultivated pastures of the Brazilian Cerrado according to their potential for natural regeneration, based on feld surveys and environmental predictors. We surveyed the native vegetation cover in 186 plots distributed along 93 cultivated pastures. The environmental predictors considered in this study were the proportion of sand in the soil, cation exchange capacity, climate water defcit, pasture age, slope, and pasture vigor index. We then applied the Random Forest regression algorithm to predict and map the cultivated pastures according to their potential for natural regeneration in the 19 Cerrado ecoregions. The potential for natural regeneration was classifed into low (< 30% of native plant cover), medium (30?50%), and high (> 50%). Our prediction explained 75% of the data variability. Most of the cultivated pastures presented medium potential for natural regeneration (57%), while 31% and 12% presented high and low potentials, respectively. Cultivated pastures in ecoregions with high mechanization, due to their high water availability and extensive fat terrains, presented low potential for natural regeneration. This frst attempt to map the ... Mostrar Tudo |
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Palavras-Chave: |
Pasturelands; Priority areas for natural regeneration; Random Forest; Tropical savanna. |
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Thesagro: |
Cerrado; Floresta; Regeneração Natural. |
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Categoria do assunto: |
-- |
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Marc: |
LEADER 02564naa a2200253 a 4500
001 2156051
005 2023-08-30
008 2023 bl uuuu u00u1 u #d
024 7 $ahttps://doi.org/10.1007/s10661-023-11606-x$2DOI
100 1 $aSILVA, T. R.
245 $aMapping the regeneration potential of native vegetation in cultivated pastures of the Brazilian Cerrado.$h[electronic resource]
260 $c2023
520 $aAbstract The Brazilian Cerrado is a hotspot of biodiversity conservation and an important global agricultural region. Cultivated pastures under diferent degradation levels are dominant in the landscape and are being targeted for sustainable agricultural intensifcation and restoration of native vegetation. In this study, we classifed the cultivated pastures of the Brazilian Cerrado according to their potential for natural regeneration, based on feld surveys and environmental predictors. We surveyed the native vegetation cover in 186 plots distributed along 93 cultivated pastures. The environmental predictors considered in this study were the proportion of sand in the soil, cation exchange capacity, climate water defcit, pasture age, slope, and pasture vigor index. We then applied the Random Forest regression algorithm to predict and map the cultivated pastures according to their potential for natural regeneration in the 19 Cerrado ecoregions. The potential for natural regeneration was classifed into low (< 30% of native plant cover), medium (30?50%), and high (> 50%). Our prediction explained 75% of the data variability. Most of the cultivated pastures presented medium potential for natural regeneration (57%), while 31% and 12% presented high and low potentials, respectively. Cultivated pastures in ecoregions with high mechanization, due to their high water availability and extensive fat terrains, presented low potential for natural regeneration. This frst attempt to map the potential for natural regeneration in the cultivated pastures of the Brazilian Cerrado can be used as a proxy for planning low-cost and predictable restoration or environmentally sustainable intensifcation in this major type of land use found in this biome.
650 $aCerrado
650 $aFloresta
650 $aRegeneração Natural
653 $aPasturelands
653 $aPriority areas for natural regeneration
653 $aRandom Forest
653 $aTropical savanna
700 1 $aSILVA, T. R.
700 1 $aSANO, E. E.
700 1 $aVIEIRA, D. L. M.
773 $tEnvironmental Monitoring and Assessment, 195, 2023. Article 1038.
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Registro original: |
Embrapa Cerrados (CPAC) |
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| Registros recuperados : 272 | |
| 145. |  | RODRIGUES, L. N.; SANO, E. E.; SOCCOL, O. J.; GIESEN, N. V. de; ANDREINI, M. Water storage capacity of small reservoirs in the Rio Preto Basin, Brazil. In: CIGR - INTERNATIONAL CONFERENCE OF AGRICULTURAL ENGINEERING, 2.; CONGRESSO BRASILEIRO DE ENGENHARIA AGRÍCOLA, 37., 2008, Foz do Iguaçu. Technology for all: sharing the knowledge for development: proceedings... Foz do Iguaçu: SBEA, 2008. 1 CD-ROM.| Tipo: Artigo em Anais de Congresso / Nota Técnica |
| Biblioteca(s): Embrapa Cerrados. |
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| 150. | | FRANÇA, A. M. da S.; SANO, E. E.; SOUSA, A. de O.; FONSECA, R. A. Sensoriamento remoto na identificação e quantificação de áreas úmidas no Distrito Federal. In: SIMPÓSIO NACIONAL CERRADO, 9.; SIMPÓSIO INTERNACIONAL SAVANAS TROPICAIS, 2., 2008, Brasília, DF. Desafios e estratégias para o equilíbrio entre sociedade, agronegócio e recursos naturais: anais... Planaltina, DF: Embrapa Cerrados, 2008. 1 CD-ROM.| Tipo: Artigo em Anais de Congresso / Nota Técnica |
| Biblioteca(s): Embrapa Cerrados. |
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| 151. | | VALADÃO, L. V.; FONSECA, I. R.; CICERELLI, R. E.; ALMEIDA, T.; GARNIER, J.; SANO, E. E. Temporal dynamics of the hydropower water Reservoirs of the Tocantins?Araguaia Basin, Brazil, based on remote sensing and hydrometeorological station datasets. Water, v. 15, n. 9, 2023. p. 1-23| Tipo: Artigo em Periódico Indexado | Circulação/Nível: A - 3 |
| Biblioteca(s): Embrapa Cerrados. |
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| 153. | | MATTHIAS, A. D.; FIMBRES, A.; SANO, E. E.; POST, D. F.; ACCIOLY, L. Soil albedo variations with solar elevation, surface roughness and moisture content. In: AMERICAN SOCIETY OF AGRONOMY ANNUAL MEETINGS, Anaheim, California, 1997. Agronomy abstracts. Anaheim: Soil Science Society of America, 1997. p. 17.| Biblioteca(s): Embrapa Cerrados. |
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| 156. | | ANTONINI, J. C. dos A.; SILVA, E. M. DA; GRIEBELER, N. P.; SANO, E. E. Spatio-temporal modelling of the duration of the cotton cycle in the state of Goiás, Brazil. Engenharia Agrícola, Jaboticabal, v. 31, n. 4, p. 652-662, jul./ago. 2011.| Tipo: Artigo em Periódico Indexado | Circulação/Nível: B - 1 |
| Biblioteca(s): Embrapa Cerrados. |
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| 157. | | RODRIGUES, L. N.; SANO, E. E.; PASSO, D. P.; MARIOTI, J. Small reservoir storage capacities using remotely sensed surface areas: a case of the Preto River Basin, Brazil. In: SIMPÓSIO NACIONAL CERRADO, 9.; SIMPÓSIO INTERNACIONAL SAVANAS TROPICAIS, 2., 2008, Brasília, DF. Desafios e estratégias para o equilíbrio entre sociedade, agronegócio e recursos naturais: anais... Planaltina, DF: Embrapa Cerrados, 2008. 1 CD-ROM.| Tipo: Artigo em Anais de Congresso / Nota Técnica |
| Biblioteca(s): Embrapa Cerrados. |
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| Registros recuperados : 272 | |
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| Nenhum registro encontrado para a expressão de busca informada. |
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