Detecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remoto

Detalhes bibliográficos
Ano de defesa: 2006
Autor(a) principal: Silva Júnior, Mário Cupertino da
Orientador(a): Pinto, Francisco de Assis de Carvalho lattes
Banca de defesa: Gleriani, José Marinaldo lattes, Ramos, Márcio Mota lattes, Fernandes, Haroldo Carlos lattes
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal de Viçosa
Programa de Pós-Graduação: Mestrado em Engenharia Agrícola
Departamento: Construções rurais e ambiência; Energia na agricultura; Mecanização agrícola; Processamento de produ
País: BR
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://locus.ufv.br/handle/123456789/3611
Resumo: The present work was developed with the goal of using remote sensing techniques to detect variations in nutritional status in Brachiaria decumbens. The experimental plots were formed in a pasture area. The data was evaluated usinging a statistical model of a completely randomized design, with five doses of nitrogenous (0, 50, 100, 150 e 200 kg.ha-1), with six repetitions. Two remote sensing systems were used for the evaluations. The systems were composed of digital cameras, wires, a framegrabber and microcomputers. One system set the camera at three meters above ground using a metal framework and the other used one helium-gas balloon to lift the cameras to the heights of 15, 20, 25 and 30 meters. Since the systems can aquire images in two spectral bands simultaneously, the tested pairs of bands were: NIR (monochrome camera with a near infrared high-pass band filter) and R (red band of color camera), NIR and G (green band of color camera), NIR and R (monochrome camera with red pass band filter) and NIR and G (monochrome camera with green pass band filter). The data was acquired in two periods. The first began with the five nitrogenous dose application (N) in February, and the second began after the pasture cutting and the reapplication of the five N doses at the end of March. In the first period, the images acquisition, the SPAD measurements and the nitrogen content in the leaves were determined at 15, 21 and 32 days after fertilization (DAF). In the second period, the same evaluations were done at 28, 36, 45 and 53 DAF. In both periods the vegetation indices NDVI, GNDVI and SAVI mono and color were evaluated using the bands from monochrome cameras with filters and color cameras, respectively. The results using the metal framework in the first period showed that SPAD and leaf N content at 15 DAF and the NDVImono and SAVImono at 21 and 32 DAF were not able to detect the different nutricional status of N. The GNDVImono obtained, in general, the highest values of correlation with leaf N content, SPAD and MS (dry mass) in all dates using the metal framework. Thus, GNDVImono was considered the most indicated index to detect the nutritional variations in this period. In the second period and using the metal framework, all the tested variables were influenced by the different doses of N, and the GNDVIcolor was generally the index that obtained the best correlation with SPAD, leaf N content and MS. The balloon remote sensing system was used only at 28 DAF in the first period at 51 DAF in the second. The three indices NDVIcolor, GNDVIcolor and SAVIcolor at the four tested heights adjusted the linear models of first or second degree and therefore were capable of detecting the effects of the doses of N. The GNDVIcolor was the index with the highest values of correlation with SPAD, leaf N content and MS in the two periods of acquisition at the four tested heights. The best correlations between the indices color and SPAD, leaf N content and MS in the first experimental period were obtained with images acquired at thirty meters of height. The indices using green band showed better relationship with the leaf chlorophyll estimation, the leaf N content and the dry mass productivity than those using the red band in all the periods and tested systems. Both remote sensing systems were capable of detecting the different nutritional status of the forage in the two experimentals periods.
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spelling Silva Júnior, Mário Cupertino dahttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4718995E3Fonseca, Dilermando Miranda dahttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4780539D6Pinto, Francisco de Assis de Carvalhohttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4784515P9Gleriani, José Marinaldohttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4791933J1Ramos, Márcio Motahttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4783666U8Fernandes, Haroldo Carloshttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4761460E62015-03-26T13:23:42Z2007-02-092015-03-26T13:23:42Z2006-09-29SILVA JÚNIOR, Mário Cupertino da. Detection of the effect of nitrogen fertilization in the Brachiaria decumbens using remote sensing techniques. 2006. 109 f. Dissertação (Mestrado em Construções rurais e ambiência; Energia na agricultura; Mecanização agrícola; Processamento de produ) - Universidade Federal de Viçosa, Viçosa, 2006.http://locus.ufv.br/handle/123456789/3611The present work was developed with the goal of using remote sensing techniques to detect variations in nutritional status in Brachiaria decumbens. The experimental plots were formed in a pasture area. The data was evaluated usinging a statistical model of a completely randomized design, with five doses of nitrogenous (0, 50, 100, 150 e 200 kg.ha-1), with six repetitions. Two remote sensing systems were used for the evaluations. The systems were composed of digital cameras, wires, a framegrabber and microcomputers. One system set the camera at three meters above ground using a metal framework and the other used one helium-gas balloon to lift the cameras to the heights of 15, 20, 25 and 30 meters. Since the systems can aquire images in two spectral bands simultaneously, the tested pairs of bands were: NIR (monochrome camera with a near infrared high-pass band filter) and R (red band of color camera), NIR and G (green band of color camera), NIR and R (monochrome camera with red pass band filter) and NIR and G (monochrome camera with green pass band filter). The data was acquired in two periods. The first began with the five nitrogenous dose application (N) in February, and the second began after the pasture cutting and the reapplication of the five N doses at the end of March. In the first period, the images acquisition, the SPAD measurements and the nitrogen content in the leaves were determined at 15, 21 and 32 days after fertilization (DAF). In the second period, the same evaluations were done at 28, 36, 45 and 53 DAF. In both periods the vegetation indices NDVI, GNDVI and SAVI mono and color were evaluated using the bands from monochrome cameras with filters and color cameras, respectively. The results using the metal framework in the first period showed that SPAD and leaf N content at 15 DAF and the NDVImono and SAVImono at 21 and 32 DAF were not able to detect the different nutricional status of N. The GNDVImono obtained, in general, the highest values of correlation with leaf N content, SPAD and MS (dry mass) in all dates using the metal framework. Thus, GNDVImono was considered the most indicated index to detect the nutritional variations in this period. In the second period and using the metal framework, all the tested variables were influenced by the different doses of N, and the GNDVIcolor was generally the index that obtained the best correlation with SPAD, leaf N content and MS. The balloon remote sensing system was used only at 28 DAF in the first period at 51 DAF in the second. The three indices NDVIcolor, GNDVIcolor and SAVIcolor at the four tested heights adjusted the linear models of first or second degree and therefore were capable of detecting the effects of the doses of N. The GNDVIcolor was the index with the highest values of correlation with SPAD, leaf N content and MS in the two periods of acquisition at the four tested heights. The best correlations between the indices color and SPAD, leaf N content and MS in the first experimental period were obtained with images acquired at thirty meters of height. The indices using green band showed better relationship with the leaf chlorophyll estimation, the leaf N content and the dry mass productivity than those using the red band in all the periods and tested systems. Both remote sensing systems were capable of detecting the different nutritional status of the forage in the two experimentals periods.O presente trabalho foi desenvolvido com o objetivo de utilizar técnicas de sensoriamento remoto para detectar variação nos status nutricionais em Brachiaria decumbens. Foram demarcadas parcelas em uma área de pastagem, submetidas a cinco doses de nitrogênio (0, 50, 100, 150 e 200 kg ha-1) com 6 repetições cada, avaliadas em delineamento inteiramente casualizado. Para as avaliações, foram utilizados dois sistemas de sensoriamento remoto (SR). Os sistemas de SR foram compostos por câmeras digitais, cabos, placa de digitalização de imagens e microcomputadores, sendo que um sistema utilizou uma haste com três metros de altura e o outro um balão, a gás hélio, para levantamento das câmeras nas alturas de 15, 20, 25 e 30 m. Como os sistemas podem adquirir imagens em duas bandas espectrais simultaneamente, foram testados os seguintes pares de bandas: NIR (câmera monocromática com filtro passa alta para a banda do infravermelho próximo) e R (banda vermelha da câmera colorida), NIR e G (banda verde da câmera colorida), NIR e R (câmera monocromática com filtro passa banda para a banda do vermelho) e NIR e G (câmera monocromática com filtro passa banda para a banda do verde). Os dados foram coletados em duas fases, a primeira teve início com uma adubação em cobertura das plantas com cinco doses de nitrogênio (N). Nesta primeira fase, a aquisiçãos das imagens, a mediação dos valores de SPAD e a amostragem das folhas para medição do teor de N foram realizadas aos 15, 21 e 32 dias após a adubação (DAA), no período de fevereiro a março de 2006. Na segunda fase, após a reaplicação das doses de N, as mesmas avaliações foram realizadas aos 28, 36, 45 e 53 DAA no período de março a maio de 2006. Em ambas as fases foram utilizados os índices de vegetação NDVI, GNDVI e SAVI mono e color , com os índices formados pelas câmeras monocromáticas acopladas com filtros e pela câmera colorida, respectivamente. Os resultados encontrados na primeira fase pelo sistema de SR com haste mostraram que SPAD e N foliar aos 15 DAA e os índices NDVImono e SAVImono aos 21 e 32 DAA não foram capazes de detectar os diferentes status nutricionais proporcionados pela aplicação de N. O índice GNDVImono apresentou, no geral, os maiores valores de correlação com o N foliar, SPAD e MS em todos os períodos após a adubação utilizando o sistema da haste, sendo considerado o índice mais indicado para detectar as variações nutricionais nesta fase. Na segunda fase de avaliação, utilizando o sistema de SR com haste, todas as variáveis testadas foram influenciadas pelas diferentes doses de N, e dentre todas as variáveis o GNDVIcolor foi o índice que proporcionou os maiores valores de correlação com SPAD, N foliar e MS. Já no sistema de SR do balão, cujas coletas das imagens foram somente aos 28 DAA, na primeira fase, e aos 51 DAA na segunda, os três índices NDVIcolor, GNDVIcolor e SAVIcolor, nas quatro alturas testadas, ajustaram a modelos lineares de primeiro ou segundo grau e, portanto, foram capazes de detectar os efeitos das doses de N. O GNDVIcolor foi o índice com os maiores valores de correlação com SPAD, N foliar e MS nos dois períodos de aquisição e nas quatro alturas testadas. As maiores correlações entre os índices color e SPAD, N foliar e MS, na primeira fase experimental, foram obtidas com imagens capturadas a 30 m de altura. Os índices formados com a banda verde se mostraram mais eficientes na relação com a estimativa nutricional foliar, com o teor de N foliar e com a produtividade de matéria seca do que os índices utilizando a banda vermelha em todas as fases e sistemas testados. Os dois sistemas de SR propostos foram capazes de detectar os diferentes status nutricionais na forrageira nas duas fases experimentais.Fundação de Amparo a Pesquisa do Estado de Minas Geraisapplication/pdfporUniversidade Federal de ViçosaMestrado em Engenharia AgrícolaUFVBRConstruções rurais e ambiência; Energia na agricultura; Mecanização agrícola; Processamento de produSensoriamento remotoAgricultura de precisãoForrageiraBrachiaria decumbensRemote sensingPrecision agricultureForageBrachiaria decumbensCNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA::MAQUINAS E IMPLEMENTOS AGRICOLASDetecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remotoDetection of the effect of nitrogen fertilization in the Brachiaria decumbens using remote sensing techniquesinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisinfo:eu-repo/semantics/openAccessreponame:LOCUS Repositório Institucional da UFVinstname:Universidade Federal de Viçosa (UFV)instacron:UFVORIGINALtexto completo.pdfapplication/pdf788032https://locus.ufv.br//bitstream/123456789/3611/1/texto%20completo.pdfd8e27c08f4c6553f90eefd46f7b9633cMD51TEXTtexto completo.pdf.txttexto completo.pdf.txtExtracted texttext/plain196935https://locus.ufv.br//bitstream/123456789/3611/2/texto%20completo.pdf.txt6dc18aa00cdf0b963e812e9618db6d31MD52THUMBNAILtexto completo.pdf.jpgtexto completo.pdf.jpgIM Thumbnailimage/jpeg3639https://locus.ufv.br//bitstream/123456789/3611/3/texto%20completo.pdf.jpg3d9f29ff2d795131b21266f53b558a29MD53123456789/36112016-04-09 23:08:45.605oai:locus.ufv.br:123456789/3611Repositório InstitucionalPUBhttps://www.locus.ufv.br/oai/requestfabiojreis@ufv.bropendoar:21452016-04-10T02:08:45LOCUS Repositório Institucional da UFV - Universidade Federal de Viçosa (UFV)false
dc.title.por.fl_str_mv Detecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remoto
dc.title.alternative.eng.fl_str_mv Detection of the effect of nitrogen fertilization in the Brachiaria decumbens using remote sensing techniques
title Detecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remoto
spellingShingle Detecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remoto
Silva Júnior, Mário Cupertino da
Sensoriamento remoto
Agricultura de precisão
Forrageira
Brachiaria decumbens
Remote sensing
Precision agriculture
Forage
Brachiaria decumbens
CNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA::MAQUINAS E IMPLEMENTOS AGRICOLAS
title_short Detecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remoto
title_full Detecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remoto
title_fullStr Detecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remoto
title_full_unstemmed Detecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remoto
title_sort Detecção do efeito da adubação nitrogenada em Brachiaria decumbens utilizando técnicas de sensoriamento remoto
author Silva Júnior, Mário Cupertino da
author_facet Silva Júnior, Mário Cupertino da
author_role author
dc.contributor.authorLattes.por.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4718995E3
dc.contributor.author.fl_str_mv Silva Júnior, Mário Cupertino da
dc.contributor.advisor-co1.fl_str_mv Fonseca, Dilermando Miranda da
dc.contributor.advisor-co1Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4780539D6
dc.contributor.advisor1.fl_str_mv Pinto, Francisco de Assis de Carvalho
dc.contributor.advisor1Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4784515P9
dc.contributor.referee1.fl_str_mv Gleriani, José Marinaldo
dc.contributor.referee1Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4791933J1
dc.contributor.referee2.fl_str_mv Ramos, Márcio Mota
dc.contributor.referee2Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4783666U8
dc.contributor.referee3.fl_str_mv Fernandes, Haroldo Carlos
dc.contributor.referee3Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4761460E6
contributor_str_mv Fonseca, Dilermando Miranda da
Pinto, Francisco de Assis de Carvalho
Gleriani, José Marinaldo
Ramos, Márcio Mota
Fernandes, Haroldo Carlos
dc.subject.por.fl_str_mv Sensoriamento remoto
Agricultura de precisão
Forrageira
Brachiaria decumbens
topic Sensoriamento remoto
Agricultura de precisão
Forrageira
Brachiaria decumbens
Remote sensing
Precision agriculture
Forage
Brachiaria decumbens
CNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA::MAQUINAS E IMPLEMENTOS AGRICOLAS
dc.subject.eng.fl_str_mv Remote sensing
Precision agriculture
Forage
Brachiaria decumbens
dc.subject.cnpq.fl_str_mv CNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA::MAQUINAS E IMPLEMENTOS AGRICOLAS
description The present work was developed with the goal of using remote sensing techniques to detect variations in nutritional status in Brachiaria decumbens. The experimental plots were formed in a pasture area. The data was evaluated usinging a statistical model of a completely randomized design, with five doses of nitrogenous (0, 50, 100, 150 e 200 kg.ha-1), with six repetitions. Two remote sensing systems were used for the evaluations. The systems were composed of digital cameras, wires, a framegrabber and microcomputers. One system set the camera at three meters above ground using a metal framework and the other used one helium-gas balloon to lift the cameras to the heights of 15, 20, 25 and 30 meters. Since the systems can aquire images in two spectral bands simultaneously, the tested pairs of bands were: NIR (monochrome camera with a near infrared high-pass band filter) and R (red band of color camera), NIR and G (green band of color camera), NIR and R (monochrome camera with red pass band filter) and NIR and G (monochrome camera with green pass band filter). The data was acquired in two periods. The first began with the five nitrogenous dose application (N) in February, and the second began after the pasture cutting and the reapplication of the five N doses at the end of March. In the first period, the images acquisition, the SPAD measurements and the nitrogen content in the leaves were determined at 15, 21 and 32 days after fertilization (DAF). In the second period, the same evaluations were done at 28, 36, 45 and 53 DAF. In both periods the vegetation indices NDVI, GNDVI and SAVI mono and color were evaluated using the bands from monochrome cameras with filters and color cameras, respectively. The results using the metal framework in the first period showed that SPAD and leaf N content at 15 DAF and the NDVImono and SAVImono at 21 and 32 DAF were not able to detect the different nutricional status of N. The GNDVImono obtained, in general, the highest values of correlation with leaf N content, SPAD and MS (dry mass) in all dates using the metal framework. Thus, GNDVImono was considered the most indicated index to detect the nutritional variations in this period. In the second period and using the metal framework, all the tested variables were influenced by the different doses of N, and the GNDVIcolor was generally the index that obtained the best correlation with SPAD, leaf N content and MS. The balloon remote sensing system was used only at 28 DAF in the first period at 51 DAF in the second. The three indices NDVIcolor, GNDVIcolor and SAVIcolor at the four tested heights adjusted the linear models of first or second degree and therefore were capable of detecting the effects of the doses of N. The GNDVIcolor was the index with the highest values of correlation with SPAD, leaf N content and MS in the two periods of acquisition at the four tested heights. The best correlations between the indices color and SPAD, leaf N content and MS in the first experimental period were obtained with images acquired at thirty meters of height. The indices using green band showed better relationship with the leaf chlorophyll estimation, the leaf N content and the dry mass productivity than those using the red band in all the periods and tested systems. Both remote sensing systems were capable of detecting the different nutritional status of the forage in the two experimentals periods.
publishDate 2006
dc.date.issued.fl_str_mv 2006-09-29
dc.date.available.fl_str_mv 2007-02-09
2015-03-26T13:23:42Z
dc.date.accessioned.fl_str_mv 2015-03-26T13:23:42Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
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dc.identifier.citation.fl_str_mv SILVA JÚNIOR, Mário Cupertino da. Detection of the effect of nitrogen fertilization in the Brachiaria decumbens using remote sensing techniques. 2006. 109 f. Dissertação (Mestrado em Construções rurais e ambiência; Energia na agricultura; Mecanização agrícola; Processamento de produ) - Universidade Federal de Viçosa, Viçosa, 2006.
dc.identifier.uri.fl_str_mv http://locus.ufv.br/handle/123456789/3611
identifier_str_mv SILVA JÚNIOR, Mário Cupertino da. Detection of the effect of nitrogen fertilization in the Brachiaria decumbens using remote sensing techniques. 2006. 109 f. Dissertação (Mestrado em Construções rurais e ambiência; Energia na agricultura; Mecanização agrícola; Processamento de produ) - Universidade Federal de Viçosa, Viçosa, 2006.
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dc.publisher.department.fl_str_mv Construções rurais e ambiência; Energia na agricultura; Mecanização agrícola; Processamento de produ
publisher.none.fl_str_mv Universidade Federal de Viçosa
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