Abstract
Unmanned aircraft systems (UAS) are increasingly popular tools for studying wildlife ecology. The non-invasive aspect of UAS and the ability to collect a large amount of high-resolution imagery should be of interest to polar bear (Ursus maritimus) researchers who face logistic challenges with field work and developing minimally invasive methods. We opportunistically observed the behavioural reactions of three adult male polar bears during UAS surveys in the summer of 2016. We recorded vigilance behaviours and compared them to previously published vigilance behaviours during wildlife-viewing activities by Dyck and Baydack (2004). The number of vigilance events was 13.4 ± 3.7 (SE) and vigilance bout lengths was 18.7 ± 2.6 s (SE), which is similar to reported results by Dyck and Baydack (2004). To estimate detection probabilities of polar bears from UAS imagery, we had two independent observers review mosaics and 80% of known bear locations were identified. Our preliminary results suggest that UAS are capable of detecting polar bears using RGB imagery in a relatively non-invasive manner. Before UAS can be integrated into large-scale polar bear studies, further research is required to formally assess behavioural impacts with unhabituated individuals in the wild, and model factors influencing detection probabilities.
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References
Aars J, Marques T, Buckland S, Andersen M, Belikov S, Boltunov A, Wiig Ø (2009) Estimating the Barents Sea polar bear subpopulation size. Mar Mam Sci 25:35–52
Aars J, Marques TA, Lone K, Andersen M, Wiig Ø, Bardalen Fløystad IM, Hagen SB, Buckland ST (2017) The number and distribution of polar bears in the western Barents Sea. Polar Res 36:1374125. https://doi.org/10.1080/17518369.2017.1374125
Amstrup SC, York G, McDonald TL, Nielson R, Simac K (2004) Detecting denning polar bears with forward-looking infrared (FLIR) imagery. Am Inst Biol Sci Bull 54:337–344
Andersen M, Aars J (2008) Short-term behavioural response of polar bears (Ursus maritimus) to snowmobile disturbance. Polar Biol 31:501
Anderson K, Gaston KJ (2013) Lightweight unmanned aerial vehicles will revolutionize spatial ecology. Front Ecol Environ 11:138–146
Berni JA, Zarco-Tejada PJ, Suárez L, Fereres E (2009) Thermal and narrowband multispectral remote sensing for vegetation monitoring from an unmanned aerial vehicle. IEEE Trans Geosci Remote Sens 47:722–738
Brooks JW (1972) Infra-red scanning for polar bear. In: Bears: Their biology and management, a selection of papers from the Second International conference on Bear Research and Management, Calgary, Alberta. International Association for Bear Research and Management, pp 138–141
Chabot D, Bird DM (2012) Evaluation of an off-the-shelf unmanned aircraft system for surveying flocks of geese. Waterbirds 35:170–174
Chabot D, Bird DM (2015) Wildlife research and management methods in the 21st century: where do unmanned aircraft fit in? J Unman Veh Syst 3:137–155
Christiansen F, Dujon AM, Sprogis KR, Arnould JP, Bejder L (2016) Noninvasive unmanned aerial vehicle provides estimates of the energetic cost of reproduction in humpback whales. Ecosphere 7:1–18. https://doi.org/10.1002/ecs2.1468
Christie KS, Gilbert SL, Brown CL, Hatfield M, Hanson L (2016) Unmanned aircraft systems in wildlife research: current and future applications of a transformative technology. Front Ecol Environ 14:241–251
Derocher AE, Stirling I (1995) Estimation of polar bear population size and survival in western Hudson Bay. J Wildl Manag 59:215–221
Ditmer MA, Vincent JB, Werden LK, Tanner JC, Laske TG, Iaizzo PA, Garshelis DL, Fieberg JR (2015) Bears show a physiological but limited behavioral response to unmanned aerial vehicles. Curr Biol 25:2278–2283
Dyck MG, Baydack RK (2004) Vigilance behaviour of polar bears (Ursus maritimus) in the context of wildlife-viewing activities at Churchill, Manitoba, Canada. Biol Conserv 116:343–350
ESRI. “Canadian Provinces” [basemap]. Scale Not Given. http://services1.arcgis.com/eZaevkfA0RPFQmA8/arcgis/rest/services/Canada_Provinces/FeatureServer. (February 14, 2018)
Goebel ME, Perryman WL, Hinke JT, Krause DJ, Hann NA, Gardner S, LeRoi DJ (2015) A small unmanned aerial system for estimating abundance and size of Antarctic predators. Polar Biol 38:619–630
Griffin PC, Lubow BC, Jenkins KJ, Vales DJ, Moeller BJ, Reid M, Happe PJ, Mccorquodale SM, Tirhi MJ, Schaberl JP (2013) A hybrid double-observer sightability model for aerial surveys. J Wildl Manag 77:1532–1544. https://doi.org/10.1002/jwmg.612
Higdon JW, Ferguson SH (2009) Loss of Arctic sea ice causing punctuated change in sightings of killer whales (Orcinus orca) over the past century. Ecol Appl 19:1365–1375
Hodgson A, Kelly N, Peel D (2013) Unmanned aerial vehicles (UAVs) for surveying marine fauna: a dugong case study. PLoS ONE 8:e79556. https://doi.org/10.1371/journal.pone.0079556
Jonkel CJ, Kolenosky GB, Robertson RJ, Russell RH (1972) Further notes on polar bear denning habits. In: Bears: their biology and management, a selection of papers from the Second International Conference on Bear Research and Management, Calgary, Alberta. International Conference on Bear Research and Management, pp 142–158
Kovacs KM, Lydersen C, Overland JE, Moore SE (2011) Impacts of changing sea-ice conditions on Arctic marine mammals. Mar Biodivers 41:181–194
LaRue MA, Stapleton S, Porter C, Atkinson S, Atwood T, Dyck M, Lecomte N (2015) Testing methods for using high resolution satellite imagery to monitor polar bear abundance and distribution. Wild Soc Bull 39:772–779
LaRue MA, Stapleton S, Anderson M (2017) Feasibility of using high resolution satellite imagery to assess vertebrate wildlife populations. Conserv Biol 31:213–220
Leblanc G, Francis CM, Soffer R, Kalacska M, de Gea J (2016) Spectral reflectance of polar bear and other large arctic mammal pelts; potential applications to remote sensing surveys. Remote Sens 8:273
Linchant J, Lisein J, Semeki J, Lejeune P, Vermeulen C (2015) Are unmanned aircraft systems (UASs) the future of wildlife monitoring? a review of accomplishments and challenges. Mamm Rev 45:239–252
Loarie SR, Joppa LN, Pimm SL (2007) Satellites miss environmental priorities. Trends Ecol Evol 22:630–632
Lubow BC, Ransom JI (2016) Practical bias correction in aerial surveys of large mammals: validation of hybrid double-observer with sightability method against known abundance of feral horse (Equus caballus) populations. PLoS ONE 11:e0154902. https://doi.org/10.1371/journal.pone.0154902
Lunn NJ, Servanty S, Regehr EV, Converse SJ, Richardson E, Stirling I (2016) Demography of an apex predator at the edge of its range–impacts of changing sea ice on polar bears in Hudson Bay. Ecol Appl 26:1302–1320
Messier F (2000) Effects of capturing, tagging and radio-collaring polar bears for research and management purposes in Nunavut and Northwest Territories. Report to the Government of Nunavut, Iqaluit
Mulero-Pázmány M, Jenni-Eiermann S, Strebel N, Sattler T, Negro JJ, Tablado Z (2017) Unmanned aircraft systems as a new source of disturbance for wildlife: a systematic review. PLoS ONE 12:e0178448
Obbard ME, Thiemann GW, Debruyn TD, Peacock E (2010) Polar bears: proceedings of the 15th working meeting of the IUCN/SSC polar bear specialist group, Copenhagen, Denmark, 29 June–3 July 2009. IUCN,
Peacock E, Derocher A, Thiemann G, Stirling I (2011) Conservation and management of Canada’s polar bears (Ursus maritimus) in a changing Arctic. Can J Zool 89:371–385
Preciado JA, Rubinsky B, Otten D, Nelson B, Martin MC, Greif R Radiative properties of polar bear hair. In: ASME 2002 International mechanical engineering congress and exposition, 2002. pp 57–58
Ramsay MA, Stirling I (1986) Long-term effects of drugging and handling free-ranging polar bears. J Wildl Manag 50:619–626
Regehr EV, Lunn NJ, Amstrup SC, Stirling I (2007) Effects of earlier sea ice breakup on survival and population size of polar bears in western Hudson Bay. J Wildl Manag 71:2673–2683
Sasse DB (2003) Job-related mortality of wildlife workers in the United States, 1937-2000. Wild Soc Bull 31:1015–1020
Smith TM, Smith RL, Waters I (2012) Elements of ecology, 7th edn. Benjamin Cummings, San Francisco
Smultea MA, Brueggeman J, Robertson F, Fertl D, Bacon C, Rowlett RA, Green GA (2016) Polar bear (Ursus maritimus) behavior near icebreaker operations in the Chukchi Sea, 1991. Arctic 69:177–184
Stapleton S, Atkinson S, Hedman D, Garshelis D (2014a) Revisiting western Hudson Bay: using aerial surveys to update polar bear abundance in a sentinel population. Biol Conserv 170:38–47
Stapleton S, LaRue M, Lecomte N, Atkinson S, Garshelis D, Porter C, Atwood T (2014b) Polar bears from space: assessing satellite imagery as a tool to track Arctic wildlife. PLoS ONE 9:e101513
Stapleton S, Peacock E, Garshelis D (2016) Aerial surveys suggest long-term stability in the seasonally ice-free Foxe Basin (Nunavut) polar bear population. Mar MamM Sci 32:181–201
Stirling I (1974) Midsummer observations on the behavior of wild polar bears (Ursus maritimus). Can J Zool 52:1191–1198
Stirling I, Derocher AE (2012) Effects of climate warming on polar bears: a review of the evidence. Glob Chang Biol 18:2694–2706
Stroeve J, Holland MM, Meier W, Scambos T, Serreze M (2007) Arctic sea ice decline: faster than forecast. Geophys Res Lett. https://doi.org/10.1029/2007GL029703
Thiemann GW, Derocher AE, Cherry SG, Lunn NJ, Peacock E, Sahanatien V (2013) Effects of chemical immobilization on the movement rates of free-ranging polar bears. J Mamm 94:386–397
Vermeulen C, Lejeune P, Lisein J, Sawadogo P, Bouché P (2013) Unmanned aerial survey of elephants. PLoS ONE. https://doi.org/10.1371/journal.pone.0054700
Wong PB, Dyck M, Hunters A, Hunters I, Hunters M, Murphy R (2017) Inuit perspectives of polar bear research: lessons for community-based collaborations. Polar Rec. https://doi.org/10.1017/S0032247417000031
Acknowledgments
Funding was generously provided by National Science Foundation/North Dakota EPSCoR (#IIA-1355466, Project UND0019972), Arctic Goose Joint Venture, the Central and Mississippi Flyway Councils, North Dakota View Scholarship, UND College of Arts and Sciences, UND Biology Department. Permissions and in-kind assistance were provided by Parks Canada, Wapusk National Park Management Board, and the community of Churchill, Manitoba, Canada. Wapusk National Park provided us with mapping files for the construction of Fig. 1. We would like to thank Trimble for in-kind assistance with the UX5 platform and auxiliary equipment. We are especially grateful for flight coordination and cooperation from Hudson Bay Helicopters and our helicopter pilot Justin Seniuk. We thank Tanner Stechmann and Samuel Hervey for their assistance in UAS imagery review. This manuscript benefited greatly from the input of the Editor-In-Chief and two anonymous reviewers.
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The authors have no conflicts of interest or competing interests to declare. UAS flight operations were approved by Transport Canada in accordance with a Special Flight Operations Certificate (File: 5802-11-302, ATS: 15-16-00058646, RDIMS: 11717338), Wapusk National Park permit WAP-2015-18846, and the University of North Dakota Institutional Animal Care and Use Committee approval#A3917-01, protocol#1505-2.
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Barnas, A.F., Felege, C.J., Rockwell, R.F. et al. A pilot(less) study on the use of an unmanned aircraft system for studying polar bears (Ursus maritimus). Polar Biol 41, 1055–1062 (2018). https://doi.org/10.1007/s00300-018-2270-0
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DOI: https://doi.org/10.1007/s00300-018-2270-0