Unmanned aerial vehicles to determine soybean plant injury caused by pre-emergence herbicides
Autor(a) principal: | |
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Data de Publicação: | 2022 |
Outros Autores: | , , , , , |
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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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 |
|
_version_ |
1808128804016619520 |