Evaluation of an unmanned aircraft system for detecting surrogate caribou targets in Labrador

Regular, standardized population inventories have been suggested as an important component to the recovery of declining populations of boreal caribou (Rangifer tarandus caribou). Current survey methods typically employ manned aircraft, which can be noisy, expensive to operate, and dangerous for the...

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Published in:Journal of Unmanned Vehicle Systems
Main Authors: Patterson, Charla, Koski, William, Pace, Paul, McLuckie, Brian, Bird, David M.
Format: Article in Journal/Newspaper
Language:English
Published: Canadian Science Publishing 2016
Subjects:
Online Access:http://dx.doi.org/10.1139/juvs-2015-0014
http://www.nrcresearchpress.com/doi/full-xml/10.1139/juvs-2015-0014
http://www.nrcresearchpress.com/doi/pdf/10.1139/juvs-2015-0014
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spelling crcansciencepubl:10.1139/juvs-2015-0014 2024-06-23T07:56:22+00:00 Evaluation of an unmanned aircraft system for detecting surrogate caribou targets in Labrador Patterson, Charla Koski, William Pace, Paul McLuckie, Brian Bird, David M. 2016 http://dx.doi.org/10.1139/juvs-2015-0014 http://www.nrcresearchpress.com/doi/full-xml/10.1139/juvs-2015-0014 http://www.nrcresearchpress.com/doi/pdf/10.1139/juvs-2015-0014 en eng Canadian Science Publishing http://www.nrcresearchpress.com/page/about/CorporateTextAndDataMining Journal of Unmanned Vehicle Systems volume 4, issue 1, page 53-69 ISSN 2291-3467 journal-article 2016 crcansciencepubl https://doi.org/10.1139/juvs-2015-0014 2024-06-13T04:10:49Z Regular, standardized population inventories have been suggested as an important component to the recovery of declining populations of boreal caribou (Rangifer tarandus caribou). Current survey methods typically employ manned aircraft, which can be noisy, expensive to operate, and dangerous for the people conducting the surveys. Small unmanned aerial systems (UAS) have garnered attention as a promising alterative to conducting aerial surveys in manned aircraft. Our research investigates the feasibility of using an UAS to conduct aerial surveys and determine which factors affect the detection of surrogate caribou targets, and hence may affect detection of real caribou. In the fall of 2013, we tested the capabilities of the Brican TD100E, a small, electric-powered fixed-wing UAS, to fly beyond visual line of sight near Goose Bay, Labrador. Seven surveys were done using different flight paths to collect aerial images of 26 surrogate caribou targets placed in six different habitats. Mixed effects logistic regression models were used to evaluate how habitat type, distance of the target from the image centerline, photo analysts’ experience level, flight time, and the target contrast against the landscape influenced the detection of surrogate caribou targets. We found that habitat type, target contrast, and the flight time affected target detection. Overall, 77.5% of the targets were detected; the odds of a photo analyst detecting a target in open habitat were roughly 10.5 times higher than in burned habitat and 42 times higher than in heavy forest. Target detection was influenced by the contrast of the target against the landscape, where a higher corrected integrated density was associated with greater target detection. The detection of targets was 87% during evening flights and 75% for morning flights. This study was the first of its kind to successfully fly a UAS beyond line of sight over land for non-military applications in North America and the findings of our research will provide an evaluation for using UAS to ... Article in Journal/Newspaper Rangifer tarandus Canadian Science Publishing Journal of Unmanned Vehicle Systems 4 1 53 69
institution Open Polar
collection Canadian Science Publishing
op_collection_id crcansciencepubl
language English
description Regular, standardized population inventories have been suggested as an important component to the recovery of declining populations of boreal caribou (Rangifer tarandus caribou). Current survey methods typically employ manned aircraft, which can be noisy, expensive to operate, and dangerous for the people conducting the surveys. Small unmanned aerial systems (UAS) have garnered attention as a promising alterative to conducting aerial surveys in manned aircraft. Our research investigates the feasibility of using an UAS to conduct aerial surveys and determine which factors affect the detection of surrogate caribou targets, and hence may affect detection of real caribou. In the fall of 2013, we tested the capabilities of the Brican TD100E, a small, electric-powered fixed-wing UAS, to fly beyond visual line of sight near Goose Bay, Labrador. Seven surveys were done using different flight paths to collect aerial images of 26 surrogate caribou targets placed in six different habitats. Mixed effects logistic regression models were used to evaluate how habitat type, distance of the target from the image centerline, photo analysts’ experience level, flight time, and the target contrast against the landscape influenced the detection of surrogate caribou targets. We found that habitat type, target contrast, and the flight time affected target detection. Overall, 77.5% of the targets were detected; the odds of a photo analyst detecting a target in open habitat were roughly 10.5 times higher than in burned habitat and 42 times higher than in heavy forest. Target detection was influenced by the contrast of the target against the landscape, where a higher corrected integrated density was associated with greater target detection. The detection of targets was 87% during evening flights and 75% for morning flights. This study was the first of its kind to successfully fly a UAS beyond line of sight over land for non-military applications in North America and the findings of our research will provide an evaluation for using UAS to ...
format Article in Journal/Newspaper
author Patterson, Charla
Koski, William
Pace, Paul
McLuckie, Brian
Bird, David M.
spellingShingle Patterson, Charla
Koski, William
Pace, Paul
McLuckie, Brian
Bird, David M.
Evaluation of an unmanned aircraft system for detecting surrogate caribou targets in Labrador
author_facet Patterson, Charla
Koski, William
Pace, Paul
McLuckie, Brian
Bird, David M.
author_sort Patterson, Charla
title Evaluation of an unmanned aircraft system for detecting surrogate caribou targets in Labrador
title_short Evaluation of an unmanned aircraft system for detecting surrogate caribou targets in Labrador
title_full Evaluation of an unmanned aircraft system for detecting surrogate caribou targets in Labrador
title_fullStr Evaluation of an unmanned aircraft system for detecting surrogate caribou targets in Labrador
title_full_unstemmed Evaluation of an unmanned aircraft system for detecting surrogate caribou targets in Labrador
title_sort evaluation of an unmanned aircraft system for detecting surrogate caribou targets in labrador
publisher Canadian Science Publishing
publishDate 2016
url http://dx.doi.org/10.1139/juvs-2015-0014
http://www.nrcresearchpress.com/doi/full-xml/10.1139/juvs-2015-0014
http://www.nrcresearchpress.com/doi/pdf/10.1139/juvs-2015-0014
genre Rangifer tarandus
genre_facet Rangifer tarandus
op_source Journal of Unmanned Vehicle Systems
volume 4, issue 1, page 53-69
ISSN 2291-3467
op_rights http://www.nrcresearchpress.com/page/about/CorporateTextAndDataMining
op_doi https://doi.org/10.1139/juvs-2015-0014
container_title Journal of Unmanned Vehicle Systems
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