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Registro Completo |
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Biblioteca(s): |
Embrapa Territorial. |
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Data corrente: |
31/05/2016 |
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Data da última atualização: |
31/05/2016 |
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Tipo da produção científica: |
Artigo em Periódico Indexado |
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Autoria: |
CHEN, Q.; LU, D.; KELLER, M.; SANTOS, M. N. DOS; BOLFE, E. L.; FENG, Y.; WANG, C. |
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Afiliação: |
QI CHEN, Zhejiang A&F University; DENGSHENG LU, Michigan State University; MICHAEL KELLER, USDA Forest Service/ Pesquisador Visitante CNPM; MAIZA NARA DOS SANTOS, BOLSISTA CNPM; EDSON LUIS BOLFE, CNPM; YUNYUN FENG, Zhejiang A&F University; CHANGWEI WANG, University of Hawaii at Manoa. |
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Título: |
Modeling and Mapping Agroforestry Aboveground Biomass in the Brazilian Amazon Using Airborne Lidar Data. |
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Ano de publicação: |
2015 |
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Fonte/Imprenta: |
Remote Sensing, v. 8, n. 1, p. 1-17, 2015. |
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DOI: |
10.3390/rs8010021 |
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Idioma: |
Português |
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Conteúdo: |
Agroforestry has large potential for carbon (C) sequestration while providing many economical, social, and ecological benefits via its diversified products. Airborne lidar is considered as the most accurate technology for mapping aboveground biomass (AGB) over landscape levels. However, little research in the past has been done to study AGB of agroforestry systems using airborne lidar data. Focusing on an agroforestry system in the Brazilian Amazon, this study first predicted plot-level AGB using fixed-effects regression models that assumed the regression coefficients to be constants. The model prediction errors were then analyzed from the perspectives of tree DBH (diameter at breast height)?height relationships and plot-level wood density, which suggested the need for stratifying agroforestry fields to improve plot-level AGB modeling. We separated teak plantations from other agroforestry types and predicted AGB using mixed-effects models that can incorporate the variation of AGB-height relationship across agroforestry types. We found that, at the plot scale, mixed-effects models led to better model prediction performance (based on leave-one-out cross-validation) than the fixed-effects models, with the coefficient of determination (R2) increasing from 0.38 to 0.64. At the landscape level, the difference between AGB densities from the two types of models was ~10% on average and up to ~30% at the pixel level. This study suggested the importance of stratification based on tree AGB allometry and the utility of mixed-effects models in modeling and mapping AGB of agroforestry systems. MenosAgroforestry has large potential for carbon (C) sequestration while providing many economical, social, and ecological benefits via its diversified products. Airborne lidar is considered as the most accurate technology for mapping aboveground biomass (AGB) over landscape levels. However, little research in the past has been done to study AGB of agroforestry systems using airborne lidar data. Focusing on an agroforestry system in the Brazilian Amazon, this study first predicted plot-level AGB using fixed-effects regression models that assumed the regression coefficients to be constants. The model prediction errors were then analyzed from the perspectives of tree DBH (diameter at breast height)?height relationships and plot-level wood density, which suggested the need for stratifying agroforestry fields to improve plot-level AGB modeling. We separated teak plantations from other agroforestry types and predicted AGB using mixed-effects models that can incorporate the variation of AGB-height relationship across agroforestry types. We found that, at the plot scale, mixed-effects models led to better model prediction performance (based on leave-one-out cross-validation) than the fixed-effects models, with the coefficient of determination (R2) increasing from 0.38 to 0.64. At the landscape level, the difference between AGB densities from the two types of models was ~10% on average and up to ~30% at the pixel level. This study suggested the importance of stratification based on tree ... Mostrar Tudo |
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Palavras-Chave: |
Mixed-effects models. |
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Thesaurus Nal: |
Aboveground biomass; Agroforestry; Allometry; Lidar; Wood density. |
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Categoria do assunto: |
P Recursos Naturais, Ciências Ambientais e da Terra |
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URL: |
https://ainfo.cnptia.embrapa.br/digital/bitstream/item/143557/1/4726.pdf
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Marc: |
LEADER 02351naa a2200277 a 4500
001 2045916
005 2016-05-31
008 2015 bl uuuu u00u1 u #d
024 7 $a10.3390/rs8010021$2DOI
100 1 $aCHEN, Q.
245 $aModeling and Mapping Agroforestry Aboveground Biomass in the Brazilian Amazon Using Airborne Lidar Data.
260 $c2015
520 $aAgroforestry has large potential for carbon (C) sequestration while providing many economical, social, and ecological benefits via its diversified products. Airborne lidar is considered as the most accurate technology for mapping aboveground biomass (AGB) over landscape levels. However, little research in the past has been done to study AGB of agroforestry systems using airborne lidar data. Focusing on an agroforestry system in the Brazilian Amazon, this study first predicted plot-level AGB using fixed-effects regression models that assumed the regression coefficients to be constants. The model prediction errors were then analyzed from the perspectives of tree DBH (diameter at breast height)?height relationships and plot-level wood density, which suggested the need for stratifying agroforestry fields to improve plot-level AGB modeling. We separated teak plantations from other agroforestry types and predicted AGB using mixed-effects models that can incorporate the variation of AGB-height relationship across agroforestry types. We found that, at the plot scale, mixed-effects models led to better model prediction performance (based on leave-one-out cross-validation) than the fixed-effects models, with the coefficient of determination (R2) increasing from 0.38 to 0.64. At the landscape level, the difference between AGB densities from the two types of models was ~10% on average and up to ~30% at the pixel level. This study suggested the importance of stratification based on tree AGB allometry and the utility of mixed-effects models in modeling and mapping AGB of agroforestry systems.
650 $aAboveground biomass
650 $aAgroforestry
650 $aAllometry
650 $aLidar
650 $aWood density
653 $aMixed-effects models
700 1 $aLU, D.
700 1 $aKELLER, M.
700 1 $aSANTOS, M. N. DOS
700 1 $aBOLFE, E. L.
700 1 $aFENG, Y.
700 1 $aWANG, C.
773 $tRemote Sensing$gv. 8, n. 1, p. 1-17, 2015.
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Registro original: |
Embrapa Territorial (CNPM) |
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| Registros recuperados : 255 | |
| 123. |  | RIBEIRO, F. V.; GALARZ, L. A.; MATTOS, M. L. T.; THIEL, C. H. Coleção de culturas de microrganismos multifuncionais de clima temperado: manutenção, recuperação e viabilidade de fungos preservados em solo. In: CONGRESSO BRASILEIRO DE MICROBIOLOGIA, 27.; SIMPÓSIO IBEROAMERICANO SOBRE MICRO-ORGANISMOS FOTOSSINTETIZANTES, 2; SIMPÓSIO BRASILEIRO DE MICOBACTÉRIAS, 15.; SIMPÓSIO DE FERMENTAÇÃO ALCOÓLICA, 2.; BRAZILIAN MICROBIOME WORKSHOP, 1.; BRAZILIAN MICROBIOME PROJECT MEETING , 2.; SIMPÓSIO DE COLEÇÕES DE CULTURA, 4., 2013, Natal. Resumos... São Paulo: Sociedade Brasileira de Microbiologia, 2013. Resumo:228-1.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Clima Temperado. |
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| 127. | | MATTOS, M. L. T.; ANDRES, A.; ALMEIDA, M. T.; FACIO, M. L.; SILVA, M. F. Dissipation of bispyribac-sodium in soil, water and sediment of flooded rice field. In: SYMPOSIUM IN PESTICIDE CHEMISTRY, 14., 2011, Piacenza, Itália. Pesticides in the environment: fate, modelling and risk mitigation: final program. Piacenza: Università Cattolica del Sacro Cuore, 2011. 1p.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Clima Temperado. |
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| 130. | | THEIS, J. da S.; MATTOS, M. L. T.; OLIVEIRA, A. C. B. de. Viabilidade de nódulos de rizóbios preservados em sílica gel em temperatura ambiente. In: ENCONTRO DE INICIAÇÃO CIENTÍFICA E PÓS GRADUAÇÃO DA EMBRAPA CLIMA TEMPERADO, 3., 2010, Pelotas. resumos e palestras... Pelotas: Embrapa Clima Temperado, 2010. Anais: Carreira, ética e inovação: o que você está fazendo? Pelotas: Embrapa Clima Temperado, 2010. Editado por Ivan Rodrigues de Almeida, Leonardo Ferreira Dutra e Jamir Luis Silva da Silva. 1 CD-ROM.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Clima Temperado. |
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| 133. | | MATTOS, M. L. T.; SCHIEDECK, G.; GALARZ, L. A.; OLIVEIRA, K. F. Toxicidade de extrato e óleo essencial de Tagetes minuta L. para bactérias diazotróficas benéficas para a cultura do arroz irrigado e soja. In: CONGRESSO BRASILEIRO DE DEFENSIVOS AGRÍCOLAS NATURAIS, 7., 2015, Pelotas. Anais... Pelotas: Embrapa Clima Temperado, Brasília, DF: Embrapa, 2015. 1 CD-ROM.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Clima Temperado. |
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| 137. | | MATTOS, M. L. T.; BORTOLINI, F.; MITTELMANN, A.; GALARZ, L. A. Seleção de estirpes de rizóbios eficientes para nodulação de ervilhaca de folha estreita. In: REUNIÃO LATINOAMERICANA DE RIZOBIOLOGIA, 27., 2016, Londrina. Fortalecendo as parcerias Sul-Sul: anais. Curitiba: SBCS-NEPAR, 2016. 308 p. Editado por Mariangle Hungria, Douglas Fabiano Gomes, Arnaldo Colozzi Filho. RELAR 2016.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Clima Temperado. |
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| 138. | | ALMEIDA, M. T.; SZCZEPANIAK, R. F.; SANTOS, I. M. B.; GALARZ, L. A.; MATTOS, M. L. T. Análise de carbono da biomassa microbiana do solo utilizando a técnica de digestão em banho maria. In: CONGRESSO DE INICIAÇÃO CIENTÍFICA, 18., MOSTRA DE PÓS-GRADUAÇÃO, 8., 2009. Pelotas. Anais... Pelotas: UCPel, 2009. 1 CD-ROM.| Tipo: Resumo em Anais de Congresso |
| Biblioteca(s): Embrapa Clima Temperado. |
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| 139. | | MATTOS, M. L. T.; MARTINS, J. F. da S.; CUNHA, U. S. da; SANTOS, I. M. B. dos. Aspectos microbiológicos e ambientais do inseticida carbosulfano em lavoura de arroz irrigado. In: CONGRESSO BRASILEIRO DE ARROZ IRRIGADO, 5.; REUNIÃO DA CULTURA DO ARROZ IRRIGADO, 27., 2007, Pelotas. Anais... Pelotas: Embrapa Clima Temperado, 2007. v. 2, p. 376-378| Tipo: Artigo em Anais de Congresso / Nota Técnica | Circulação/Nível: -- - -- |
| Biblioteca(s): Embrapa Clima Temperado. |
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| 140. | | PARFITT, J. M. B.; SCIVITTARO, W. B.; MATTOS, M. L. T.; WINKLER, A. S.; TELÓ, G. M. Avanços tecnológicos no manejo do solo e da água visando o cultivo de soja em rotação ao arroz irrigado. CONGRESSO BRASILEIRO DE ARROZ IRRIGADO, 9., 2015, Pelotas. Ciência e tecnologia para otimização da orizicultura: anais. Brasília, DF: Embrapa; Pelotas: Sosbai, 2015.| Tipo: Artigo em Anais de Congresso |
| Biblioteca(s): Embrapa Clima Temperado. |
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| Registros recuperados : 255 | |
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| Nenhum registro encontrado para a expressão de busca informada. |
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