[en] Sleeping site selection is essential for understanding primate behavioural ecology and survival. Identifying where species sleep helps determine priority areas and critical resources for targeted conservation efforts. However, observing sleeping sites at night is challenging, especially for species sensitive to human disturbance. Thermal infrared imaging (TIR) with drones is increasingly used for detecting and counting primates, yet it has not been utilized to investigate ecological strategies. This study investigates the sleeping site selection of the Critically Endangered black-shanked douc langur (Pygathrix nigripes) in Cát Tiên National Park, Vietnam. Our aim is to assess the feasibility of using a TIR drone to test sleeping site selection strategies in non-nesting primates, specifically examining hypotheses related to predation avoidance and food proximity. Between January and April 2023, we conducted 120 drone flights along 22 transects (~1-km long) and identified 114 sleeping sites via thermal imaging. We established 116 forest structure plots along 29 transects in non-selected sites and 65 plots within douc langur sleeping sites. Our observations reveal that douc langurs selected tall and large trees that may provide protection against predators. Additionally, they selected sleeping sites with increased access to food, such as Afzelia xylocarpa, which serves as a preferred food source during the dry season. These results highlight the effective use of TIR drones for studying douc langur sleeping site selection with minimal disturbance. Besides offering valuable insights into habitat selection and behavioural ecology for conservation, TIR drones hold great promise for the non-invasive and long-term monitoring of large-bodied arboreal species.
Disciplines :
Environmental sciences & ecology Zoology
Author, co-author :
Gazagne, Eva ; Université de Liège - ULiège > Département de Biologie, Ecologie et Evolution > Biologie du comportement - Ethologie et psychologie animale ; Université de Liège - ULiège > Sphères
Goldblatt, Chiara; Unit of Research SPHERES, University of Liège, Quai van Beneden , 22, 4020 Liège,
Trần Nguyễn, Vỹ; Institute of Tropical Biology, Vietnam Academy of Science and Technology, 9/621 Hanoi highway , Ho Chi Minh City,
Brotcorne, Fany ; Université de Liège - ULiège > Département de Biologie, Ecologie et Evolution > Biologie du comportement - Ethologie et psychologie animale ; Université de Liège - ULiège > Sphères
Hambuckers, Alain ; Université de Liège - ULiège > Département de Biologie, Ecologie et Evolution > Biologie du comportement - Ethologie et psychologie animale ; Université de Liège - ULiège > Sphères
Language :
English
Title :
Utilizing Thermal Imaging Drones to Investigate Sleeping Site Selection in an Arboreal Primate
Agresti A, 2007. Introduction to Categorical Data Analysis. Hoboken (NJ): John Wiley & Sons.
Albert A, Savini T, Huynen MC, 2011. Sleeping site selection and presleep behavior in wild pigtailed macaques. Am J Primatol 73:1222–1230.
Anderson JR, 1998. Sleep, sleeping sites, and sleep-related activities: Awakening to their significance. Am J Primatol 46:63–75.
Arandjelovic M, Vigilant L, 2018. Non-invasive genetic censusing and monitoring of primate populations. Am J Primatol 80:e22743.
Bartoń K, 2023. MuMIn: Multi-Model Inference. Available from: https://cran.r-project.org/web/packages/MuMIn/MuMIn.pdf
Blanc L, Maury‐Lechon G, Pascal JP, 2000. Structure, floristic composition and natural regeneration in the forests of Cat Tien National Park, Vietnam: An analysis of the successional trends. J Biogeogr 27:141–157.
Brividoro MV, Kowalewski MM, Scarry CJ, Oklander LI, 2019. Patterns of sleeping site and sleeping tree selection by black-and-gold howler monkeys (Alouatta caraya) in northern Argentina. Int J Primatol 40:374–392.
Brooks ME, Kristensen K, van Benthem KJ, Magnusson A, Berg CW et al., 2017. glmmTMB balances speed and flexibility among packages for zero-inflated generalized linear mixed modeling. RJ 9:378–400.
Burke C, Rashman MF, Longmore SN, McAree O, Glover-Kapfer P et al., 2019. Successful observation of orangutans in the wild with thermal-equipped drones. J Unmanned Vehicle Syst 7(3):235–257.
Burke C, Rashman M, Wich S, Symons A, Theron C et al. 2019. Optimizing observing strategies for monitoring animals using drone-mounted thermal infrared cameras. International Journal of Remote Sensing 40:439–467. doi: 10.1080/01431161.2018.1558372
Buziquia ST, Lopes PVF, Almeida AK, de Almeida IK, 2019. Impacts of bamboo spreading: A review. Biodivers Conserv 28:3695–3711.
Cheyne SM, Höing A, Rinear J, Sheeran LK, 2013. Sleeping site selection by agile gibbons: The influence of tree stability, fruit availability and predation risk. Folia Primatol 83:299–311.
CTNP, 2020. Sustainable Forest Management Plan of Cat Tien National Park, Period 2021–2030. Dong Nai: General Forestry.
Di Bitetti MS, Vidal EML, Baldovino MC, Benesovsky V, 2000. Sleeping site preferences in tufted capuchin monkeys (Cebus apella nigritus). Am J Primatol 50:257–274.
Di Fiore A, 2003. Molecular genetic approaches to the study of primate behavior, social organization, and reproduction. Am J Phys Anthropol 122:62–99.
Duc H, Quyet LK, Rawson BM, O’Brien J, Covert H, 2021. Pygathrix nigripes (amended version of 2020 assessment). The IUCN red list of threatened species 2021: e.T39828A196138291.
Duc HM, 2007. Ecology and Conservation of the endangered black-shanked doucs (Pygathrix nigripes) in Nui Chua and Phuoc Binh National Parks, Ninh Thuan Province, Vietnam. Doctoral dissertation. University of Queensland at Brisbane, Australia.
Duc HM, Baxter GS, Page MJ, 2009. Diet of Pygathrix nigripes in southern Vietnam. Int J Primatol 30:15–28.
Eppley TM, Watzek J, Dausmann KH, Ganzhorn JU, Donati G, 2017. Huddling is more important than rest site selection for thermoregulation in southern bamboo lemurs. Anim Behav 127:153–161.
Fan PF, Jiang XL, 2008. Sleeping sites, sleeping trees, and sleep‐related behaviors of black crested gibbons (Nomascus concolor jingdongensis) at Mt. Wuliang, Central Yunnan, China. Am J Primatol 70:153–160.
Fei HL, Thompson C, Fan PF, 2019. Effects of cold weather on the sleeping behavior of Skywalker hoolock gibbons (Hoolock tianxing) in seasonal montane forest. Am J Primatol 81:e23049.
Fei HL, Zhang D, Yuan SD, Zhang L, Fan PF, 2017. Antipredation sleeping behavior of skywalker hoolock gibbons (Hoolock tianxing) in Mt. Gaoligong, Yunnan, China. Int J Primatol 38:629–641.
Fox J, Weisberg S, 2018. An R Companion to Applied Regression, Third Edition. California, USA: Sage publications.
Gao M, Hugenholtz CH, Fox TA, Kucharczyk M, Barchyn TE et al. 2021. Weather constraints on global drone flyability. Sci Rep 11:12092.
Gazagne E, Gray RJ, Nguyễn VT, Brotcorne F, 2024a. Effectiveness of thermal infrared drone surveys in detecting the diurnal primate community in Cat Tien National Park, South Vietnam. Viet J Primatol 3(5):1–15.
Gazagne E, Gray RJ, Ratajszczak R, Brotcorne F, Hambuckers A, 2023. Unmanned aerial vehicles (UAVs) with thermal infrared (TIR) sensors are effective for monitoring and counting threatened Vietnamese primates. Primates 64:407–413.
Gazagne E, Gray RJ, Wich S, Hambuckers A, Brotcorne F, 2024b. Development of a global thermal detection index to prioritize primate research with thermal drones. Sci Rep 14:27963.
Gazagne E, Hambuckers A, Savini T, Poncin P, Huynen MC et al., 2020a. Toward a better understanding of habituation process to human observer: A statistical approach in Macaca leonina (Primates: Cercopithecidea). Raffles Bull Zool 68:735–749.
Gazagne E, Savini T, Ngoprasert D, Poncin P, Huynen MC et al., 2020b. When northern pigtailed macaques (Macaca leonina) cannot select for ideal sleeping sites in a degraded habitat. Int J Primatol 41:614–633.
He G, Yang H, Pan R, Sun Y, Zheng P et al., 2020. Using unmanned aerial vehicles with thermal‐image acquisition cameras for animal surveys: A case study on the Sichuan snub‐nosed monkey in the Qinling Mountains. Integr Zool 15:79–86.
Kays R, Sheppard J, Mclean K, Welch C, Paunescu C et al., 2019. Hot monkey, cold reality: Surveying rainforest canopy mammals using drone-mounted thermal infrared sensors. Int J Remote Sens 40:407–419.
Kowalewski M, Zunino GE, 2005. The parasite behavior hypothesis and the use of sleeping sites by black howler monkeys (Alouatta caraya) in a discontinuous forest. Neotrop Primates 13:22–26.
Lappan S, Malaivijitnond S, Radhakrishna S, Riley EP, Ruppert N, 2020. The human–primate interface in the new normal: Challenges and opportunities for primatologists in the COVID-19 era and beyond. Am J Primatol 82:e23176.
Mekonnen A, Fashing PJ, Venkataraman VV, Chapman CA, Stenseth NC et al., 2021. Sleeping site and tree selection by bale monkeys (Chlorocebus djamdjamensis) at Kokosa Forest fragment in Southern Ethiopia. Int J Primatol 42:915–932.
Mills CJ, Nekaris KAI, Campera M, Patel E, 2021. Silky sifakas (Propithecus candidus) use sleep sites for thermoregulation, food access and predator avoidance. Folia Primatologica; International Journal of Primatology 92:315–326.
Mulero-Pázmány M, Jenni-Eiermann S, Strebel N, Sattler T, Negro JJ et al., 2017. Unmanned aircraft systems as a new source of disturbance for wildlife: A systematic review. PLoS ONE 12:e0178448.
Nowak DJ, Walton JT, Stevens JC, Crane DE, Hoehn RE, 2008. Effect of plot and sample size on timing and precision of urban forest assessments. Arboricul Urban Forestry 34:386–390.
O’Brien JA, 2014. The ecology and conservation of black-shanked doucs (Pygathrix nigripes) in Cat Tien National Park, Vietnam. Doctoral dissertation. University of Colorado at Boulder.
O'Brien J, 2024. exiftoolr: ExifTool functionality from R. Retrieved from https://joshobrien.github.io/exiftoolr/
Piel AK, Crunchant A, Knot IE, Chalmers C, Fergus P et al., 2022. Noninvasive technologies for primate conservation in the 21st century. Int J Primatol 43:133–167.
Pinel-Ramos EJ, Aureli F, Wich S, Longmore S, Spaan D 2024. Evaluating Thermal Infrared Drone Flight Parameters on Spider Monkey Detection in Tropical Forests. Sensors 24:5659. doi: 10.3390/s24175659
Potapov P, Li X, Hernandez-Serna A, Tyukavina A, Hansen MC et al., 2021. Mapping global forest canopy height through integration of GEDI and Landsat data. Remote Sens Environ 253:112165.
QGIS Development Team, 2020. QGIS Geographic Information System (Version 3.16). Open Source Geospatial Foundation Project. Retrieved from http://qgis.org.
Rawson BM, 2009. The socio-ecology of the black-shanked douc (Pygathrix nigripes) in Mondulkiri Province, Cambodia. Doctoral dissertation. Australian National University.
R Core Team, 2023. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria.
Rismayanti R, Perwitasari-Farajallah D, Cahyaningrum E, Engelhardt A, Martínez-Íñigo L, 2023. Exploring strategic functions of sleeping sites in crested macaques (Macaca nigra): Evidence from intergroup encounters. Int J Primatol 44:722–742.
Rondeux J, 2021. La mesure des arbres et des peuplements forestiers. Presses agronomiques de Gembloux, Gembloux, Belgique [In French].
Savagian A, Fernandez-Duque E, 2017. Do predators and thermoregulation influence choice of sleeping sites and sleeping behavior in Azara’s owl monkeys (Aotus azarae azarae) in Northern Argentina? Int J Primatol 38:80–99.
Smith AC, Knogge C, Huck M, Loettker P, Buchanan-Smith HM et al., 2007. Long-term patterns of sleeping site use in wild saddleback (Saguinus fuscicollis) and mustached tamarins (S. mystax): Effects of foraging, thermoregulation, predation, and resource defense constraints. Am J Phys Anthropol 134:340–353.
So T, Theilade I, Dell B, 2010. Conservation and utilization of threatened hardwood species through reforestation: An example of Afzelia xylocarpa (Kruz.) Craib and Dalbergia cochinchinensis Pierre in Cambodia. Pac Conserv Biol 16:101–116.
Spaan D, Burke C, McAree O, Aureli F, Rangel-Rivera CE et al., 2019. Thermal infrared imaging from drones offers a major advance for spider monkey surveys. Drones 3:34.
Srivathsan A, Ang A, Vogler AP, Meier R, 2016. Fecal metagenomics for the simultaneous assessment of diet, parasites, and population genetics of an understudied primate. Front Zool 13:1–13.
Teichroeb JA, Holmes TD, Sicotte P, 2012. Use of sleeping trees by ursine colobus monkeys (Colobus vellerosus) demonstrates the importance of nearby food. Primates 53:287–296.
Von Hippel FA, 1998. Use of sleeping trees by black and white colobus monkeys (Colobus guereza) in the Kakamega Forest, Kenya. Am J Primatol 45:281–290.
Wearn OR, Trinh-Dinh H, Le QK, Nguyen TD, 2023. UAV-assisted counts of group size facilitate accurate population surveys of the critically endangered cao vit gibbon Nomascus nasutus. Oryx 58:183–186.
Wich SA, Koh LP, 2018. Conservation Drones: Mapping and Monitoring Biodiversity. Oxford University Press. doi: 10.1093/oso/9780198787617.001.0001
Zhang H, Turvey ST, Pandey SP, Song X, Sun Z et al., 2023. Commercial drones can provide accurate and effective monitoring of the world’s rarest primate. Remote Sens Ecol Conserv 9:775–786.