Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides

Detalhes bibliográficos
Autor(a) principal: Rampazzo, Pedro Eduardo
Data de Publicação: 2022
Outros Autores: de Lima e Silva, Carlos Henrique, Moraes, Victor Hugo, Albert, Alice Maria, Alves, Tavvs Micael, Jakelaitis, Adriano, Tejada, Jorge Luis [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.4067/S0718-58392022000400638
http://hdl.handle.net/11449/246241
Resumo: Images from unmanned aerial vehicles (UAV) can serve as a baseline for studies in weed science, complementing observations obtained in the ground. The objective of this work was to determine soybean (Glycine max (L.) Merr.) plant injury caused by pre-emergence herbicides in sandy and clayey soils, using a low-cost UAV. The experiment was conducted in a randomized complete block design, with four replicates and seven treatments consisted of herbicides (diclosulam, chlorimuron, sulfentrazone, flumioxazin, and S-metolachlor), hand weeded and untreated treatments. Ground-based evaluations were carried out to assess soybean crop injury, plant stand, leaf chlorophyll content, plant height, canopy distance and grain yield. Images were taken using a UAV equipped with an RGB (red green and blue) camera. Soybean plants sprayed with diclosulam had lower plant reflectance in the R (98.9), G (147.1) and B (74.3) range than the other treatments in sandy soil. In clayey soil, hand weeded treatment had higher plants (30.8 cm) and untreated favored smaller plants (24.9 cm) compared to herbicide treatments. In sandy soil, soybean yield of all treatments was similar, however in clayey soil, soybean yield treated with chlorimuron and flumioxazin was higher than 5000 kg ha-1 and better than the others treatments. The nutrient-poor soil (sandy) may have aggravated the plant injury caused by herbicides and explain the lower yield observed compared to clayey soil. It was determined soybean plant injury caused by pre-emergence herbicides with the use of unmanned aerial vehicles, providing complementary results to ground-based measurements, indicating the potential of this technology for low-cost evaluations in weed science.
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spelling Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicidesDigital weed managementGlycine maxlow-cost RGB sensorpost-application evaluationspectral responsesImages from unmanned aerial vehicles (UAV) can serve as a baseline for studies in weed science, complementing observations obtained in the ground. The objective of this work was to determine soybean (Glycine max (L.) Merr.) plant injury caused by pre-emergence herbicides in sandy and clayey soils, using a low-cost UAV. The experiment was conducted in a randomized complete block design, with four replicates and seven treatments consisted of herbicides (diclosulam, chlorimuron, sulfentrazone, flumioxazin, and S-metolachlor), hand weeded and untreated treatments. Ground-based evaluations were carried out to assess soybean crop injury, plant stand, leaf chlorophyll content, plant height, canopy distance and grain yield. Images were taken using a UAV equipped with an RGB (red green and blue) camera. Soybean plants sprayed with diclosulam had lower plant reflectance in the R (98.9), G (147.1) and B (74.3) range than the other treatments in sandy soil. In clayey soil, hand weeded treatment had higher plants (30.8 cm) and untreated favored smaller plants (24.9 cm) compared to herbicide treatments. In sandy soil, soybean yield of all treatments was similar, however in clayey soil, soybean yield treated with chlorimuron and flumioxazin was higher than 5000 kg ha-1 and better than the others treatments. The nutrient-poor soil (sandy) may have aggravated the plant injury caused by herbicides and explain the lower yield observed compared to clayey soil. It was determined soybean plant injury caused by pre-emergence herbicides with the use of unmanned aerial vehicles, providing complementary results to ground-based measurements, indicating the potential of this technology for low-cost evaluations in weed science.Instituto Federal Goiano Campus Rio Verde, Rodovia Sul Goiana km 01 Zona Rural, GoiásUniversidade Estadual Paulista Júlio de Mesquita Filho Faculdade de Ciências Agrárias e Veterinárias, Via de Acesso Prof. Paulo Donato Castellane s/n, São PauloUniversidade Estadual Paulista Júlio de Mesquita Filho Faculdade de Ciências Agrárias e Veterinárias, Via de Acesso Prof. Paulo Donato Castellane s/n, São PauloInstituto Federal Goiano Campus Rio VerdeUniversidade Estadual Paulista (UNESP)Rampazzo, Pedro Eduardode Lima e Silva, Carlos HenriqueMoraes, Victor HugoAlbert, Alice MariaAlves, Tavvs MicaelJakelaitis, AdrianoTejada, Jorge Luis [UNESP]2023-07-29T12:35:31Z2023-07-29T12:35:31Z2022-12-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article638-644http://dx.doi.org/10.4067/S0718-58392022000400638Chilean Journal of Agricultural Research, v. 82, n. 4, p. 638-644, 2022.0718-58390718-5820http://hdl.handle.net/11449/24624110.4067/S0718-583920220004006382-s2.0-85141389575Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengChilean Journal of Agricultural Researchinfo:eu-repo/semantics/openAccess2023-07-29T12:35:31Zoai:repositorio.unesp.br:11449/246241Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T17:23:36.983062Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides
title Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides
spellingShingle Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides
Rampazzo, Pedro Eduardo
Digital weed management
Glycine max
low-cost RGB sensor
post-application evaluation
spectral responses
title_short Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides
title_full Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides
title_fullStr Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides
title_full_unstemmed Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides
title_sort Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides
author Rampazzo, Pedro Eduardo
author_facet Rampazzo, Pedro Eduardo
de Lima e Silva, Carlos Henrique
Moraes, Victor Hugo
Albert, Alice Maria
Alves, Tavvs Micael
Jakelaitis, Adriano
Tejada, Jorge Luis [UNESP]
author_role author
author2 de Lima e Silva, Carlos Henrique
Moraes, Victor Hugo
Albert, Alice Maria
Alves, Tavvs Micael
Jakelaitis, Adriano
Tejada, Jorge Luis [UNESP]
author2_role author
author
author
author
author
author
dc.contributor.none.fl_str_mv Instituto Federal Goiano Campus Rio Verde
Universidade Estadual Paulista (UNESP)
dc.contributor.author.fl_str_mv Rampazzo, Pedro Eduardo
de Lima e Silva, Carlos Henrique
Moraes, Victor Hugo
Albert, Alice Maria
Alves, Tavvs Micael
Jakelaitis, Adriano
Tejada, Jorge Luis [UNESP]
dc.subject.por.fl_str_mv Digital weed management
Glycine max
low-cost RGB sensor
post-application evaluation
spectral responses
topic Digital weed management
Glycine max
low-cost RGB sensor
post-application evaluation
spectral responses
description Images from unmanned aerial vehicles (UAV) can serve as a baseline for studies in weed science, complementing observations obtained in the ground. The objective of this work was to determine soybean (Glycine max (L.) Merr.) plant injury caused by pre-emergence herbicides in sandy and clayey soils, using a low-cost UAV. The experiment was conducted in a randomized complete block design, with four replicates and seven treatments consisted of herbicides (diclosulam, chlorimuron, sulfentrazone, flumioxazin, and S-metolachlor), hand weeded and untreated treatments. Ground-based evaluations were carried out to assess soybean crop injury, plant stand, leaf chlorophyll content, plant height, canopy distance and grain yield. Images were taken using a UAV equipped with an RGB (red green and blue) camera. Soybean plants sprayed with diclosulam had lower plant reflectance in the R (98.9), G (147.1) and B (74.3) range than the other treatments in sandy soil. In clayey soil, hand weeded treatment had higher plants (30.8 cm) and untreated favored smaller plants (24.9 cm) compared to herbicide treatments. In sandy soil, soybean yield of all treatments was similar, however in clayey soil, soybean yield treated with chlorimuron and flumioxazin was higher than 5000 kg ha-1 and better than the others treatments. The nutrient-poor soil (sandy) may have aggravated the plant injury caused by herbicides and explain the lower yield observed compared to clayey soil. It was determined soybean plant injury caused by pre-emergence herbicides with the use of unmanned aerial vehicles, providing complementary results to ground-based measurements, indicating the potential of this technology for low-cost evaluations in weed science.
publishDate 2022
dc.date.none.fl_str_mv 2022-12-01
2023-07-29T12:35:31Z
2023-07-29T12:35:31Z
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 http://dx.doi.org/10.4067/S0718-58392022000400638
Chilean Journal of Agricultural Research, v. 82, n. 4, p. 638-644, 2022.
0718-5839
0718-5820
http://hdl.handle.net/11449/246241
10.4067/S0718-58392022000400638
2-s2.0-85141389575
url http://dx.doi.org/10.4067/S0718-58392022000400638
http://hdl.handle.net/11449/246241
identifier_str_mv Chilean Journal of Agricultural Research, v. 82, n. 4, p. 638-644, 2022.
0718-5839
0718-5820
10.4067/S0718-58392022000400638
2-s2.0-85141389575
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Chilean Journal of Agricultural Research
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 638-644
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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