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 | Acesso ao texto completo restrito à biblioteca da Embrapa Pecuária Sul. Para informações adicionais entre em contato com cppsul.biblioteca@embrapa.br. |
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Registro Completo |
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Biblioteca(s): |
Embrapa Pecuária Sul. |
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Data corrente: |
19/05/2020 |
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Data da última atualização: |
19/05/2020 |
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Tipo da produção científica: |
Artigo em Periódico Indexado |
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Autoria: |
VASCONCELOS, B.; TRINDADE, J. P. P.; VOLK, L. B. da S.; PINHO, L. |
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Afiliação: |
Bruno Campos de Vasconcelos, UNIPAMPA; JOSE PEDRO PEREIRA TRINDADE, CPPSUL; LEANDRO BOCHI DA SILVA VOLK, CPPSUL; Leonardo Bidese de Pinho, UFRJ. |
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Título: |
Method applied to animal monitoring through VANT images. |
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Ano de publicação: |
2020 |
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Fonte/Imprenta: |
Revista IEEE América Latina, v. 18, n. 7, p. 1280-1287, jul. 2020. |
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Idioma: |
Português |
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Conteúdo: |
One of the necessary demands in extensive livestock systems is the counting of animals in areas of tens of hectares, costly when carried out manually and locally. In this context, this work proposes and discusses the efficacy of a semi-autonomous, non-invasive method for remote identification of animals in the field, applicable to precision livestock systems. The method was conceived from an exploratory research methodology based on remote sensing techniques that include image collection processes by aerial surveying with RGB camera embedded in unmanned aerial vehicle, persistence of images obtained by means of storage in space-time databases and processing of stored images for the construction of a rural property orthomosaic succeeded by the application of patterns discovery processes, making use of deep learning, especially convolutional neural networks. According to the experiments carried out, the method was effective, being able to identify and count animals from the collection of images made at 100 m height, with an accuracy of up to 95%, including the approximate geographical position of the animals to field. |
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Palavras-Chave: |
Monitoramento animal. |
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Thesagro: |
Gado; Manejo. |
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Thesaurus Nal: |
Monitoring. |
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Categoria do assunto: |
-- |
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Marc: |
LEADER 01708naa a2200205 a 4500
001 2122393
005 2020-05-19
008 2020 bl uuuu u00u1 u #d
100 1 $aVASCONCELOS, B.
245 $aMethod applied to animal monitoring through VANT images.$h[electronic resource]
260 $c2020
520 $aOne of the necessary demands in extensive livestock systems is the counting of animals in areas of tens of hectares, costly when carried out manually and locally. In this context, this work proposes and discusses the efficacy of a semi-autonomous, non-invasive method for remote identification of animals in the field, applicable to precision livestock systems. The method was conceived from an exploratory research methodology based on remote sensing techniques that include image collection processes by aerial surveying with RGB camera embedded in unmanned aerial vehicle, persistence of images obtained by means of storage in space-time databases and processing of stored images for the construction of a rural property orthomosaic succeeded by the application of patterns discovery processes, making use of deep learning, especially convolutional neural networks. According to the experiments carried out, the method was effective, being able to identify and count animals from the collection of images made at 100 m height, with an accuracy of up to 95%, including the approximate geographical position of the animals to field.
650 $aMonitoring
650 $aGado
650 $aManejo
653 $aMonitoramento animal
700 1 $aTRINDADE, J. P. P.
700 1 $aVOLK, L. B. da S.
700 1 $aPINHO, L.
773 $tRevista IEEE América Latina$gv. 18, n. 7, p. 1280-1287, jul. 2020.
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Embrapa Pecuária Sul (CPPSUL) |
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| 1. |  | GRIMALDI, M.; SARRAZIN, M.; CHAUVEL, A.; LUIZAO, F.; NUNES, N.; RODRIGUEZ, M. de R. L.; AMBLARD, P.; TESSIER, D. Effets de la déforestation et des cultures sur la structure des sols argileux d'Amazonie brésilienne. Cahiers Agricultures, v. 2, n. 1, p. 36-47, 1993.| Tipo: Artigo em Periódico Indexado | Circulação/Nível: Internacional - B |
| Biblioteca(s): Embrapa Amazônia Ocidental. |
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| 2. | | BOULET, R.; FRITSCH, E.; FILIZOLA, H. F.; ARAUJO FILHO, J. C. de; LEPRUN, J. C.; BARRETO, F.; BALAN, E.; TESSIER, D. Iron bands, fragipans and duripans in the Northeastern plateaus of Brazil: properties and genesis. Canadian Journal of Soil Science, v. 78, p. 519-530, 1998.| Tipo: Artigo em Periódico Indexado |
| Biblioteca(s): Embrapa Meio Ambiente; Embrapa Solos. |
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| 3. | | LAHMAR, R.; ARRÚE, J. L.; DENARDIN, J. E.; GUPTA, R. K.; RIBEIRO, M. F. S.; TOURDONNET, S. de; ABROL, I. P.; BARZ, P.; BENITO, A. de; BIANCHINI, A.; BOLLIGER, A.; CANTERO-MARTÍNEZ, C.; CARDARELLI, A.; CHENU, C.; DÜRING, R. A.; FERNÁNDEZ, J. E.; FERREIRA, R.; FLORES, C. A.; FRIELINGHAUS, M.; TUAN, HA DINH; HUSSAIN, I.; KAVVADIAS, V.; KLIEMANN, H. J.; KOCHHANN, R. A.; KÖLLI, R.; KUBAT, J.; LAKTIONOVA, T.; LÓPES, M. V.; MAGID, J.; MEDVEDEV, V.; MENDES, I. C.; MICHELS, A.; MIRANDA, G. M.; MONTOYA, L.; MORENO, F.; MRABET, R.; MÜLLER, L.; MURILLO, J. M.; NAZARENO, N.; NETLAND, J.; NIELSEN, N. E.; NIEVES-MORTENSEN, C.; NOVAKOVA, J.; NOZIÈRES, A.; ONORATI, A.; PASCHALIDIS, C.; PAZ, C.; PEIRETTI, R.; PÉREZ DE CIRIZA, J. J.; PICARD, D.; PILLON, C. N.; POCHEPTSOVA, L.; QUILLET, J. C.; SANGAR, S.; SAULAS, P.; SCOPEL, E.; SKORA NETO, F.; SIMON, T.; SOMBRERO, A.; TENORIO, J. L.; TESSIER, D.; THINGGAARD, K.; TRIPATHI, S. C.; VANDEPUTTE, E.; WERRITY, J.; WILLMS, M.; ZAMBRANA, E.; ZERVAKIS, G. Knowledge assessment and sharing on sustainable agriculture. Synthesis report. In: LAHMAR, R.; ARRÚE, J. L.; DENARDIN, J. E.; GUPTA, R. K.; RIBEIRO, M. F. S.; TOURDONNET, S. de. (Ed.). KASSA - Knowledge Assessment and Sharing on Sustainable Agriculture. Montpellier: CIRAD, 2007. 132 p. 1 CD-ROM. Projeto DG-Research - Contract nº GOCE-CT-2004-505582.| Tipo: Capítulo em Livro Técnico-Científico |
| Biblioteca(s): Embrapa Trigo. |
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| Registros recuperados : 3 | |
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