UAV photogrammetry for mapping vegetation in the low-Arctic

Plot-scale field measurements are necessary to monitor changes to tundra vegetation, which has a small stature and high spatial heterogeneity, while satellite remote sensing can be used to track coarser changes over larger regions. In this study, we explored the potential of unmanned aerial vehicle...

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Published in:Arctic Science
Main Authors: Robert H. Fraser, Ian Olthof, Trevor C. Lantz, Carla Schmitt
Format: Article in Journal/Newspaper
Language:English
French
Published: Canadian Science Publishing 2016
Subjects:
Online Access:https://doi.org/10.1139/as-2016-0008
https://doaj.org/article/0f29b401f0604de68a48b6336b1ba7f2
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spelling ftdoajarticles:oai:doaj.org/article:0f29b401f0604de68a48b6336b1ba7f2 2023-05-15T14:23:50+02:00 UAV photogrammetry for mapping vegetation in the low-Arctic Robert H. Fraser Ian Olthof Trevor C. Lantz Carla Schmitt 2016-09-01T00:00:00Z https://doi.org/10.1139/as-2016-0008 https://doaj.org/article/0f29b401f0604de68a48b6336b1ba7f2 EN FR eng fre Canadian Science Publishing https://cdnsciencepub.com/doi/10.1139/as-2016-0008 https://doaj.org/toc/2368-7460 doi:10.1139/as-2016-0008 2368-7460 https://doaj.org/article/0f29b401f0604de68a48b6336b1ba7f2 Arctic Science, Vol 2, Iss 3, Pp 79-102 (2016) unmanned aerial vehicle (UAV) unmanned aircraft system (UAS) Arctic shrubs vegetation Structure-from-Motion Environmental sciences GE1-350 Environmental engineering TA170-171 article 2016 ftdoajarticles https://doi.org/10.1139/as-2016-0008 2022-12-30T22:59:52Z Plot-scale field measurements are necessary to monitor changes to tundra vegetation, which has a small stature and high spatial heterogeneity, while satellite remote sensing can be used to track coarser changes over larger regions. In this study, we explored the potential of unmanned aerial vehicle (UAV) photographic surveys to map low-Arctic vegetation at an intermediate scale. A multicopter was used to capture highly overlapping, subcentimetre photographs over a 2 ha site near Tuktoyaktuk, Northwest Territories. Images were processed into ultradense 3D point clouds and 1 cm resolution orthomosaics and vegetation height models using Structure-from-Motion (SfM) methods. Shrub vegetation heights measured on the ground were accurately represented using SfM point cloud data (r2 = 0.96, SE = 8 cm, n = 31) and a combination of spectral and height predictor variables yielded an 11-class classification with 82% overall accuracy. Differencing repeat UAV surveys before and after manually trimming shrub patches showed that vegetation height decreases in trimmed areas (− 6.5 cm, SD = 21 cm). Based on these findings, we conclude that UAV photogrammetry provides a promising, cost-efficient method for high-resolution mapping and monitoring of tundra vegetation that can be used to bridge the gap between plot and satellite remote sensing measurements. Article in Journal/Newspaper Arctic Arctic Northwest Territories Tuktoyaktuk Tundra Directory of Open Access Journals: DOAJ Articles Arctic Northwest Territories Tuktoyaktuk ENVELOPE(-133.006,-133.006,69.425,69.425) Arctic Science 2 3 79 102
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
French
topic unmanned aerial vehicle (UAV)
unmanned aircraft system (UAS)
Arctic
shrubs
vegetation
Structure-from-Motion
Environmental sciences
GE1-350
Environmental engineering
TA170-171
spellingShingle unmanned aerial vehicle (UAV)
unmanned aircraft system (UAS)
Arctic
shrubs
vegetation
Structure-from-Motion
Environmental sciences
GE1-350
Environmental engineering
TA170-171
Robert H. Fraser
Ian Olthof
Trevor C. Lantz
Carla Schmitt
UAV photogrammetry for mapping vegetation in the low-Arctic
topic_facet unmanned aerial vehicle (UAV)
unmanned aircraft system (UAS)
Arctic
shrubs
vegetation
Structure-from-Motion
Environmental sciences
GE1-350
Environmental engineering
TA170-171
description Plot-scale field measurements are necessary to monitor changes to tundra vegetation, which has a small stature and high spatial heterogeneity, while satellite remote sensing can be used to track coarser changes over larger regions. In this study, we explored the potential of unmanned aerial vehicle (UAV) photographic surveys to map low-Arctic vegetation at an intermediate scale. A multicopter was used to capture highly overlapping, subcentimetre photographs over a 2 ha site near Tuktoyaktuk, Northwest Territories. Images were processed into ultradense 3D point clouds and 1 cm resolution orthomosaics and vegetation height models using Structure-from-Motion (SfM) methods. Shrub vegetation heights measured on the ground were accurately represented using SfM point cloud data (r2 = 0.96, SE = 8 cm, n = 31) and a combination of spectral and height predictor variables yielded an 11-class classification with 82% overall accuracy. Differencing repeat UAV surveys before and after manually trimming shrub patches showed that vegetation height decreases in trimmed areas (− 6.5 cm, SD = 21 cm). Based on these findings, we conclude that UAV photogrammetry provides a promising, cost-efficient method for high-resolution mapping and monitoring of tundra vegetation that can be used to bridge the gap between plot and satellite remote sensing measurements.
format Article in Journal/Newspaper
author Robert H. Fraser
Ian Olthof
Trevor C. Lantz
Carla Schmitt
author_facet Robert H. Fraser
Ian Olthof
Trevor C. Lantz
Carla Schmitt
author_sort Robert H. Fraser
title UAV photogrammetry for mapping vegetation in the low-Arctic
title_short UAV photogrammetry for mapping vegetation in the low-Arctic
title_full UAV photogrammetry for mapping vegetation in the low-Arctic
title_fullStr UAV photogrammetry for mapping vegetation in the low-Arctic
title_full_unstemmed UAV photogrammetry for mapping vegetation in the low-Arctic
title_sort uav photogrammetry for mapping vegetation in the low-arctic
publisher Canadian Science Publishing
publishDate 2016
url https://doi.org/10.1139/as-2016-0008
https://doaj.org/article/0f29b401f0604de68a48b6336b1ba7f2
long_lat ENVELOPE(-133.006,-133.006,69.425,69.425)
geographic Arctic
Northwest Territories
Tuktoyaktuk
geographic_facet Arctic
Northwest Territories
Tuktoyaktuk
genre Arctic
Arctic
Northwest Territories
Tuktoyaktuk
Tundra
genre_facet Arctic
Arctic
Northwest Territories
Tuktoyaktuk
Tundra
op_source Arctic Science, Vol 2, Iss 3, Pp 79-102 (2016)
op_relation https://cdnsciencepub.com/doi/10.1139/as-2016-0008
https://doaj.org/toc/2368-7460
doi:10.1139/as-2016-0008
2368-7460
https://doaj.org/article/0f29b401f0604de68a48b6336b1ba7f2
op_doi https://doi.org/10.1139/as-2016-0008
container_title Arctic Science
container_volume 2
container_issue 3
container_start_page 79
op_container_end_page 102
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