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 | Acesso ao texto completo restrito à biblioteca da Embrapa Amazônia Oriental. Para informações adicionais entre em contato com cpatu.biblioteca@embrapa.br. |
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Registro Completo |
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Biblioteca(s): |
Embrapa Amazônia Oriental. |
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Data corrente: |
22/04/2025 |
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Data da última atualização: |
22/04/2025 |
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Tipo da produção científica: |
Artigo em Periódico Indexado |
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Autoria: |
OLIVEIRA, A. H. M.; CHAVES, J. H.; MATRICARDI, E. A. T.; FELIX, I. M.; MAGLIANO, M. M.; MARTORANO, L. G. |
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Afiliação: |
AFONSO HENRIQUE MORAES OLIVEIRA, UNIVERSIDADE FEDERAL DO OESTE DO PARÁ; JOSÉ HUMBERTO CHAVES, SERVIÇO FLORESTAL BRASILEIRO; ERALDO APARECIDO T. MATRICARDI, UNIVERSIDADE DE BRASÍLIA; IARA MUSSE FELIX, SCCON GEOSPATIAL; MAURO MENDONÇA MAGLIANO, POLÍCIA FEDERAL; LUCIETA GUERREIRO MARTORANO, CPATU. |
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Título: |
Monitoring sustainable forest management plans in the Amazon: Integrating LiDAR data and PlanetScope imagery. |
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Ano de publicação: |
2025 |
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Fonte/Imprenta: |
Remote Sensing Applications: Society and Environment, v. 38, 101535, 2025. |
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DOI: |
https://doi.org/10.1016/j.rsase.2025.101535 |
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Idioma: |
Inglês |
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Conteúdo: |
Selective logging monitoring has traditionally relied on either medium-resolution optical imagery or LiDAR data alone, limiting the detection of both spectral and structural changes in forest cover. This study proposes a integrated analytical approach in parallel of LiDAR data and PlanetScope imagery to enhance monitoring of forest disturbances caused by selective logging in the Amazon. Notably, the correlation between the volume of wood extracted and LiDAR-detected areas is high (r2 = 0.9), demonstrating the accuracy of this method in detecting logging-impacted areas. In contrast, the correlation between wood volume and PlanetScope-based mapping is moderate (r2 = 0.7), indicating that while this approach effectively detects logging-related disturbances, its accuracy is influenced by factors such as canopy structure and image resolution. LiDAR mapping detected 15.5 % of the total impacted area, compared to 13.7 % detected by PlanetScope. LiDAR achieved higher accuracy in detecting subtle structural changes, such as small clearings (<0.2 ha). Globally, PlanetScope mapping underestimated the total area of clearings, identifying 63.3 ha, whereas LiDAR detected 113.8 ha. The global accuracy of PlanetScope mapping was moderate (P = 0.62) with low recall (R = 0.41), indicating significant underestimation of disturbed forest areas. Metrics such as the global F1-Score (0.50), IoU (0.33), and relatively high RMSE (50.51) further highlight the differences between the two methods. Despite these limitations, PlanetScope mapping was more effective than systems like DETER and SAD in detecting clearings smaller than 1 ha. The integration of these technologies provides more precise and reliable data, strengthening sustainable forest management monitoring and offering critical insights to inform public policies for the Amazon forest sector MenosSelective logging monitoring has traditionally relied on either medium-resolution optical imagery or LiDAR data alone, limiting the detection of both spectral and structural changes in forest cover. This study proposes a integrated analytical approach in parallel of LiDAR data and PlanetScope imagery to enhance monitoring of forest disturbances caused by selective logging in the Amazon. Notably, the correlation between the volume of wood extracted and LiDAR-detected areas is high (r2 = 0.9), demonstrating the accuracy of this method in detecting logging-impacted areas. In contrast, the correlation between wood volume and PlanetScope-based mapping is moderate (r2 = 0.7), indicating that while this approach effectively detects logging-related disturbances, its accuracy is influenced by factors such as canopy structure and image resolution. LiDAR mapping detected 15.5 % of the total impacted area, compared to 13.7 % detected by PlanetScope. LiDAR achieved higher accuracy in detecting subtle structural changes, such as small clearings (<0.2 ha). Globally, PlanetScope mapping underestimated the total area of clearings, identifying 63.3 ha, whereas LiDAR detected 113.8 ha. The global accuracy of PlanetScope mapping was moderate (P = 0.62) with low recall (R = 0.41), indicating significant underestimation of disturbed forest areas. Metrics such as the global F1-Score (0.50), IoU (0.33), and relatively high RMSE (50.51) further highlight the differences between the two methods. Desp... Mostrar Tudo |
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Palavras-Chave: |
Manejo florestal; Manejo sustentavel. |
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Thesagro: |
Desenvolvimento Sustentável; Extração da Madeira; Madeira; Manejo. |
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Categoria do assunto: |
K Ciência Florestal e Produtos de Origem Vegetal |
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Marc: |
LEADER 02715naa a2200265 a 4500
001 2174987
005 2025-04-22
008 2025 bl uuuu u00u1 u #d
024 7 $ahttps://doi.org/10.1016/j.rsase.2025.101535$2DOI
100 1 $aOLIVEIRA, A. H. M.
245 $aMonitoring sustainable forest management plans in the Amazon$bIntegrating LiDAR data and PlanetScope imagery.$h[electronic resource]
260 $c2025
520 $aSelective logging monitoring has traditionally relied on either medium-resolution optical imagery or LiDAR data alone, limiting the detection of both spectral and structural changes in forest cover. This study proposes a integrated analytical approach in parallel of LiDAR data and PlanetScope imagery to enhance monitoring of forest disturbances caused by selective logging in the Amazon. Notably, the correlation between the volume of wood extracted and LiDAR-detected areas is high (r2 = 0.9), demonstrating the accuracy of this method in detecting logging-impacted areas. In contrast, the correlation between wood volume and PlanetScope-based mapping is moderate (r2 = 0.7), indicating that while this approach effectively detects logging-related disturbances, its accuracy is influenced by factors such as canopy structure and image resolution. LiDAR mapping detected 15.5 % of the total impacted area, compared to 13.7 % detected by PlanetScope. LiDAR achieved higher accuracy in detecting subtle structural changes, such as small clearings (<0.2 ha). Globally, PlanetScope mapping underestimated the total area of clearings, identifying 63.3 ha, whereas LiDAR detected 113.8 ha. The global accuracy of PlanetScope mapping was moderate (P = 0.62) with low recall (R = 0.41), indicating significant underestimation of disturbed forest areas. Metrics such as the global F1-Score (0.50), IoU (0.33), and relatively high RMSE (50.51) further highlight the differences between the two methods. Despite these limitations, PlanetScope mapping was more effective than systems like DETER and SAD in detecting clearings smaller than 1 ha. The integration of these technologies provides more precise and reliable data, strengthening sustainable forest management monitoring and offering critical insights to inform public policies for the Amazon forest sector
650 $aDesenvolvimento Sustentável
650 $aExtração da Madeira
650 $aMadeira
650 $aManejo
653 $aManejo florestal
653 $aManejo sustentavel
700 1 $aCHAVES, J. H.
700 1 $aMATRICARDI, E. A. T.
700 1 $aFELIX, I. M.
700 1 $aMAGLIANO, M. M.
700 1 $aMARTORANO, L. G.
773 $tRemote Sensing Applications: Society and Environment$gv. 38, 101535, 2025.
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Registro original: |
Embrapa Amazônia Oriental (CPATU) |
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| Registros recuperados : 11 | |
| 1. |  | RODRIGUES, R. B.; MENEZES, H. C. de; CABRAL, L. M. C.; DORNIER, M; REYNES, M. An amazonian fruit with a high potential as a natural source of vitamin C : the camu-camu (Myrciaria dubia). Fruits, Paris, v. 56, n. 5, p. 345-354, 2001.| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 2. | | OLIVEIRA, C. S. de; DORNIER, M.; REYNES, M.; GOMES, F. dos S.; CABRAL, L. M. C. Concentração de suco de abacaxi pelo acoplamento dos processos de microfiltração, osmose inversa e evaporação osmótica. In: CONGRESO IBERO-AMERICANO EN CIENCIA Y TECNOLOGÍA DE MEMBRANAS, 8., 2012, Salta. Libro de resúmenes. Salta: Universidad Nacional de Salta, 2012. p. 261.| Tipo: Artigo em Anais de Congresso |
| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 3. | | HONGVALEERAT, C.; CABRAL, L. M. C.; DORNIER, M.; REYNES, M.; NINGSANOND, S. Concentration of pineapple juice by osmotic evaporation. Journal of Food Engineering, London, v. 88, n. 4, p. 548-552, oct. 2008.| Tipo: Artigo em Periódico Indexado | Circulação/Nível: Internacional - A |
| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 4. | | COUTO, D.; DORNIER, M.; PALLET, D.; REYNES, M.; MATTA, V.; CABRAL, L. Evaluation of nanofiltration membranes for the concentration of anthocyanins of açaí juice (Euterpe Oleracea). In: INTERNATIONAL SYMPOSIUM ON HUMAN HEALTH EFFECTS OF FRUITS AND VEGETABLES, 3., 2009, Avignon. FAV Health 2009: abstracts. Leuven: International Society for Horticultural Science, 2009. p. 253. Ref. P3-26.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 5. | | COUTO, D.; DORNIER, M.; PALLET, D.; REYNES, M.; DIJOUX, D.; FREITAS, S.; CABRAL, L. M. C. Evaluation of nanofiltration membranes for retention of anthocyanins present in açaí (Euterpe oleracea Mart.) juice. In: IBERO-AMERICAN CONFERENCE ON MEMBRANE SCIENCE AND TECHNOLOGY, 7., 2010, Sintra. Book of abstracts. Caparica: Universidade Nova de Lisboa, 2010. p. 66-67.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 6. | | FREIRE JUNIOR, M.; DUCAMP, M. N.; RIBEYRE, F.; REYNES, M.; MODESTA, R. C. D. Evaluation of differents concentrations of chitosan in fresh cuts mango fruits. In: SIMPÓSIO LATINO AMERICANO DE CIÊNCIA DE ALIMENTOS, 6., 2005, Campinas. Ciência de alimentos abrindo caminhos para o desenvolvimento científico, tecnológico e industrial. Campinas: Unicamp, 2005. 1 CD-ROM. Ref. 0657.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 7. | | TERRINE, K. GURAK, P.; CABRAL, L.; MATTA, V.; REYNES, M.; DORNIER, M.; ABREU, F. Cashew apple fruit (anacardium occidentale l.) juice concentration by reverse osmosis. Alimentos Ciencia e Ingeniería, v. 16, n. 3, 2007. p. 200-201. Edição dos trabajos aceptados para su presentación en VI Congreso Iberoamericano de Ingeniería en Alimentos, Ambato, Equador, nov. 2007.| Tipo: Artigo em Anais de Congresso / Nota Técnica | Circulação/Nível: -- - -- |
| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 8. | | COUTO, D. S.; DORNIER, M.; PALLET, D.; REYNES, M.; DIJOUX, D.; FREITAS, S. P.; CABRAL, L. M. C. Evaluation of nanofiltration membranes for the retention of anthocyanins of açai (Euterpe oleracea Mart.) juice. Desalination and Water Treatment, Hopkinton, v. 27, p. 108-113, Mar. 2011.| Tipo: Artigo em Periódico Indexado | Circulação/Nível: B - 1 |
| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 9. | | COUTO, A. B. B.; BOULANGER, R.; GUNATA, Z.; REYNES, M.; CABRAL, L. M.; BIZZO, H. R.; LEITE, S. G. F. Characterization of aroma compounds in cashew apple (Anacardium occidentale L. var. nanum) CCP76 through solid phase extraction with resin Amberlite XAD2 and solid phase microextraction. In: SIMPÓSIO LATINO AMERICANO DE CIÊNCIA DE ALIMENTOS, 8., 2009, Campinas. Ciência de alimentos no mundo globalizado: novos desafios, novas perspectivas. Campinas: Unicamp, 2009. 1 CD-ROM.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 10. | | CLOTTEAU, M. S.; CABRAL, L. M. C.; DELLA MODESTA, R. C.; PAILET, F. S. G.; VENTURINI, W.; PALLET, D.; DORNIER, M.; REYNES, M. Enzymatic treatment using a polygalacturonase Clarex Citrus 8 and a cellulase Rapidase TF. In: CONGRESSO BRASILEIRO DE CIÊNCIA E TECNOLOGIA DE ALIMENTOS, 18., 2002, Porto Alegre, RS. Integração pesquisa indústria: anais... Porto Alegre: SBCTA, 2002. 1 CD-ROM.| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| 11. | | CLOTTEAU, M. S.; CABRAL, L. M. C.; DELLA MODESTA, R. C.; PAILET, F. S. G.; VENTURINI, W.; PALLET, D.; DORNIER, M.; REYNES, M. Characterization of orange juice clarified by enzymatic treatment. In: CONGRESSO BRASILEIRO DE CIÊNCIA E TECNOLOGIA DE ALIMENTOS, 18., 2002, Porto Alegre, RS. Integração pesquisa indústria: anais... Porto Alegre: SBCTA, 2002. 1 CD-ROM.| Biblioteca(s): Embrapa Agroindústria de Alimentos. |
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| Registros recuperados : 11 | |
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| Nenhum registro encontrado para a expressão de busca informada. |
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