Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards

Detalhes bibliográficos
Autor(a) principal: Pagliai, A.
Data de Publicação: 2021
Outros Autores: Sarri, D., Lisci, R., Lombardo, S., Vieri, M., Perna, C., Cencini, G., De Pascale, V., Ferraz, G. Araújo E. Silva
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFLA
Texto Completo: http://repositorio.ufla.br/jspui/handle/1/54383
Resumo: Precision spraying is one of the techniques for the reduction of pesticides use and it can help achieve the new European Green Deal standards. The aim of such technique is to apply the right amount of pesticides according to the target characteristics. The precision spraying implementation requires target volume assessment, which can be carried out by LiDAR sensors. Such technique requires complex and time-consuming procedures of canopy characteristics computing through post-processing points cloud reconstruction. The present work aimed to develop and test an algorithm through the use of a tractor-coupled with terrestrial LiDAR and GNSS technology in order to simplify the process. With the aim to evaluate the algorithm the LiDAR-based volume was correlated with two manual measurements of canopy volume (Tree Row Volume and Point Net Cloud). The results showed good correlations between manual and LiDAR measures both for total canopy volumes (R 2 = 0.67 and 0.56) and for partial canopy volume (R 2 = 0.74). In conclusion, although the LiDAR-based algorithm works in automatic mode, the canopy volumes approximation seems acceptable to estimate the canopy volumes, with the advantages of a swifter procedure and less laborious post-processing computations.
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spelling Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyardsCanopy management techniqueCanopy measurementsSite-specific dataVariable rate techniqueViticultureViticulturaDossel vegetativoPulverização de precisãoPrecision spraying is one of the techniques for the reduction of pesticides use and it can help achieve the new European Green Deal standards. The aim of such technique is to apply the right amount of pesticides according to the target characteristics. The precision spraying implementation requires target volume assessment, which can be carried out by LiDAR sensors. Such technique requires complex and time-consuming procedures of canopy characteristics computing through post-processing points cloud reconstruction. The present work aimed to develop and test an algorithm through the use of a tractor-coupled with terrestrial LiDAR and GNSS technology in order to simplify the process. With the aim to evaluate the algorithm the LiDAR-based volume was correlated with two manual measurements of canopy volume (Tree Row Volume and Point Net Cloud). The results showed good correlations between manual and LiDAR measures both for total canopy volumes (R 2 = 0.67 and 0.56) and for partial canopy volume (R 2 = 0.74). In conclusion, although the LiDAR-based algorithm works in automatic mode, the canopy volumes approximation seems acceptable to estimate the canopy volumes, with the advantages of a swifter procedure and less laborious post-processing computations.Estonian University of Life Sciences2022-08-29T20:04:25Z2022-08-29T20:04:25Z2021-12info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfPAGLIAI, A. et al. Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards. Agronomy Research, Tartu, v. 20, n. 2, p. 389-403, 2022. DOI: https://doi.org/10.15159/AR.21.159.http://repositorio.ufla.br/jspui/handle/1/54383Agronomy Researchreponame:Repositório Institucional da UFLAinstname:Universidade Federal de Lavras (UFLA)instacron:UFLAAttribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessPagliai, A.Sarri, D.Lisci, R.Lombardo, S.Vieri, M.Perna, C.Cencini, G.De Pascale, V.Ferraz, G. Araújo E. Silvaeng2022-08-29T20:05:23Zoai:localhost:1/54383Repositório InstitucionalPUBhttp://repositorio.ufla.br/oai/requestnivaldo@ufla.br || repositorio.biblioteca@ufla.bropendoar:2022-08-29T20:05:23Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)false
dc.title.none.fl_str_mv Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards
title Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards
spellingShingle Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards
Pagliai, A.
Canopy management technique
Canopy measurements
Site-specific data
Variable rate technique
Viticulture
Viticultura
Dossel vegetativo
Pulverização de precisão
title_short Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards
title_full Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards
title_fullStr Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards
title_full_unstemmed Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards
title_sort Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards
author Pagliai, A.
author_facet Pagliai, A.
Sarri, D.
Lisci, R.
Lombardo, S.
Vieri, M.
Perna, C.
Cencini, G.
De Pascale, V.
Ferraz, G. Araújo E. Silva
author_role author
author2 Sarri, D.
Lisci, R.
Lombardo, S.
Vieri, M.
Perna, C.
Cencini, G.
De Pascale, V.
Ferraz, G. Araújo E. Silva
author2_role author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Pagliai, A.
Sarri, D.
Lisci, R.
Lombardo, S.
Vieri, M.
Perna, C.
Cencini, G.
De Pascale, V.
Ferraz, G. Araújo E. Silva
dc.subject.por.fl_str_mv Canopy management technique
Canopy measurements
Site-specific data
Variable rate technique
Viticulture
Viticultura
Dossel vegetativo
Pulverização de precisão
topic Canopy management technique
Canopy measurements
Site-specific data
Variable rate technique
Viticulture
Viticultura
Dossel vegetativo
Pulverização de precisão
description Precision spraying is one of the techniques for the reduction of pesticides use and it can help achieve the new European Green Deal standards. The aim of such technique is to apply the right amount of pesticides according to the target characteristics. The precision spraying implementation requires target volume assessment, which can be carried out by LiDAR sensors. Such technique requires complex and time-consuming procedures of canopy characteristics computing through post-processing points cloud reconstruction. The present work aimed to develop and test an algorithm through the use of a tractor-coupled with terrestrial LiDAR and GNSS technology in order to simplify the process. With the aim to evaluate the algorithm the LiDAR-based volume was correlated with two manual measurements of canopy volume (Tree Row Volume and Point Net Cloud). The results showed good correlations between manual and LiDAR measures both for total canopy volumes (R 2 = 0.67 and 0.56) and for partial canopy volume (R 2 = 0.74). In conclusion, although the LiDAR-based algorithm works in automatic mode, the canopy volumes approximation seems acceptable to estimate the canopy volumes, with the advantages of a swifter procedure and less laborious post-processing computations.
publishDate 2021
dc.date.none.fl_str_mv 2021-12
2022-08-29T20:04:25Z
2022-08-29T20:04:25Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv PAGLIAI, A. et al. Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards. Agronomy Research, Tartu, v. 20, n. 2, p. 389-403, 2022. DOI: https://doi.org/10.15159/AR.21.159.
http://repositorio.ufla.br/jspui/handle/1/54383
identifier_str_mv PAGLIAI, A. et al. Development of an algorithm for assessing canopy volumes with terrestrial LiDAR to implement precision spraying in vineyards. Agronomy Research, Tartu, v. 20, n. 2, p. 389-403, 2022. DOI: https://doi.org/10.15159/AR.21.159.
url http://repositorio.ufla.br/jspui/handle/1/54383
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Estonian University of Life Sciences
publisher.none.fl_str_mv Estonian University of Life Sciences
dc.source.none.fl_str_mv Agronomy Research
reponame:Repositório Institucional da UFLA
instname:Universidade Federal de Lavras (UFLA)
instacron:UFLA
instname_str Universidade Federal de Lavras (UFLA)
instacron_str UFLA
institution UFLA
reponame_str Repositório Institucional da UFLA
collection Repositório Institucional da UFLA
repository.name.fl_str_mv Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)
repository.mail.fl_str_mv nivaldo@ufla.br || repositorio.biblioteca@ufla.br
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