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Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management

A new aerial platform has risen recently for image acquisition, the Unmanned Aerial Vehicle (UAV). This article describes the technical specifications and configuration of a UAV used to capture remote images for early season site- specific weed management (ESSWM). Image spatial and spectral properti...

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Autores principales: Torres-Sánchez, Jorge, López-Granados, Francisca, De Castro, Ana Isabel, Peña-Barragán, José Manuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3590160/
https://www.ncbi.nlm.nih.gov/pubmed/23483997
http://dx.doi.org/10.1371/journal.pone.0058210
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author Torres-Sánchez, Jorge
López-Granados, Francisca
De Castro, Ana Isabel
Peña-Barragán, José Manuel
author_facet Torres-Sánchez, Jorge
López-Granados, Francisca
De Castro, Ana Isabel
Peña-Barragán, José Manuel
author_sort Torres-Sánchez, Jorge
collection PubMed
description A new aerial platform has risen recently for image acquisition, the Unmanned Aerial Vehicle (UAV). This article describes the technical specifications and configuration of a UAV used to capture remote images for early season site- specific weed management (ESSWM). Image spatial and spectral properties required for weed seedling discrimination were also evaluated. Two different sensors, a still visible camera and a six-band multispectral camera, and three flight altitudes (30, 60 and 100 m) were tested over a naturally infested sunflower field. The main phases of the UAV workflow were the following: 1) mission planning, 2) UAV flight and image acquisition, and 3) image pre-processing. Three different aspects were needed to plan the route: flight area, camera specifications and UAV tasks. The pre-processing phase included the correct alignment of the six bands of the multispectral imagery and the orthorectification and mosaicking of the individual images captured in each flight. The image pixel size, area covered by each image and flight timing were very sensitive to flight altitude. At a lower altitude, the UAV captured images of finer spatial resolution, although the number of images needed to cover the whole field may be a limiting factor due to the energy required for a greater flight length and computational requirements for the further mosaicking process. Spectral differences between weeds, crop and bare soil were significant in the vegetation indices studied (Excess Green Index, Normalised Green-Red Difference Index and Normalised Difference Vegetation Index), mainly at a 30 m altitude. However, greater spectral separability was obtained between vegetation and bare soil with the index NDVI. These results suggest that an agreement among spectral and spatial resolutions is needed to optimise the flight mission according to every agronomical objective as affected by the size of the smaller object to be discriminated (weed plants or weed patches).
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spelling pubmed-35901602013-03-12 Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management Torres-Sánchez, Jorge López-Granados, Francisca De Castro, Ana Isabel Peña-Barragán, José Manuel PLoS One Research Article A new aerial platform has risen recently for image acquisition, the Unmanned Aerial Vehicle (UAV). This article describes the technical specifications and configuration of a UAV used to capture remote images for early season site- specific weed management (ESSWM). Image spatial and spectral properties required for weed seedling discrimination were also evaluated. Two different sensors, a still visible camera and a six-band multispectral camera, and three flight altitudes (30, 60 and 100 m) were tested over a naturally infested sunflower field. The main phases of the UAV workflow were the following: 1) mission planning, 2) UAV flight and image acquisition, and 3) image pre-processing. Three different aspects were needed to plan the route: flight area, camera specifications and UAV tasks. The pre-processing phase included the correct alignment of the six bands of the multispectral imagery and the orthorectification and mosaicking of the individual images captured in each flight. The image pixel size, area covered by each image and flight timing were very sensitive to flight altitude. At a lower altitude, the UAV captured images of finer spatial resolution, although the number of images needed to cover the whole field may be a limiting factor due to the energy required for a greater flight length and computational requirements for the further mosaicking process. Spectral differences between weeds, crop and bare soil were significant in the vegetation indices studied (Excess Green Index, Normalised Green-Red Difference Index and Normalised Difference Vegetation Index), mainly at a 30 m altitude. However, greater spectral separability was obtained between vegetation and bare soil with the index NDVI. These results suggest that an agreement among spectral and spatial resolutions is needed to optimise the flight mission according to every agronomical objective as affected by the size of the smaller object to be discriminated (weed plants or weed patches). Public Library of Science 2013-03-06 /pmc/articles/PMC3590160/ /pubmed/23483997 http://dx.doi.org/10.1371/journal.pone.0058210 Text en © 2013 Torres-Sánchez et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Torres-Sánchez, Jorge
López-Granados, Francisca
De Castro, Ana Isabel
Peña-Barragán, José Manuel
Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management
title Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management
title_full Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management
title_fullStr Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management
title_full_unstemmed Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management
title_short Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management
title_sort configuration and specifications of an unmanned aerial vehicle (uav) for early site specific weed management
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3590160/
https://www.ncbi.nlm.nih.gov/pubmed/23483997
http://dx.doi.org/10.1371/journal.pone.0058210
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