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Article

Evaluating Thermal Infrared Drone Flight Parameters on Spider Monkey Detection in Tropical Forests

by
Eduardo José Pinel-Ramos
1,2,*,
Filippo Aureli
1,2,3,
Serge Wich
3,
Steven Longmore
4 and
Denise Spaan
1,2,*
1
Instituto de Neuroetología, Universidad Veracruzana, Av. Dr. Luis Castelazo Ayala, Xalapa 91190, Veracruz, Mexico
2
ConMonoMaya, A.C., Km 5.4 Carretera Chemax-Coba, Chemax 97770, Yucatán, Mexico
3
School of Biological and Environmental Sciences, Liverpool John Moores University, James Parsons Building, Byrom Street, Liverpool L3 3AF, UK
4
Astrophysics Research Institute, Liverpool John Moores University, 146 Brownlow Hill, Liverpool L3 5RF, UK
*
Authors to whom correspondence should be addressed.
Sensors 2024, 24(17), 5659; https://doi.org/10.3390/s24175659 (registering DOI)
Submission received: 1 August 2024 / Revised: 23 August 2024 / Accepted: 28 August 2024 / Published: 30 August 2024

Abstract

Geoffroy’s spider monkeys, an endangered, fast-moving arboreal primate species with a large home range and a high degree of fission–fusion dynamics, are challenging to survey in their natural habitats. Our objective was to evaluate how different flight parameters affect the detectability of spider monkeys in videos recorded by a drone equipped with a thermal infrared camera and examine the level of agreement between coders. We used generalized linear mixed models to evaluate the impact of flight speed (2, 4, 6 m/s), flight height (40, 50 m above ground level), and camera angle (−45°, −90°) on spider monkey counts in a closed-canopy forest in the Yucatan Peninsula, Mexico. Our results indicate that none of the three flight parameters affected the number of detected spider monkeys. Agreement between coders was “substantial” (Fleiss’ kappa coefficient = 0.61–0.80) in most cases for high thermal-contrast zones. Our study contributes to the development of standardized flight protocols, which are essential to obtain accurate data on the presence and abundance of wild populations. Based on our results, we recommend performing drone surveys for spider monkeys and other medium-sized arboreal mammals with a small commercial drone at a 4 m/s speed, 15 m above canopy height, and with a −90° camera angle. However, these recommendations may vary depending on the size and noise level produced by the drone model.
Keywords: unoccupied aerial vehicles; population monitoring; Ateles; primates; flight speed; flight height; drone camera angle; Yucatan Peninsula unoccupied aerial vehicles; population monitoring; Ateles; primates; flight speed; flight height; drone camera angle; Yucatan Peninsula

Share and Cite

MDPI and ACS Style

Pinel-Ramos, E.J.; Aureli, F.; Wich, S.; Longmore, S.; Spaan, D. Evaluating Thermal Infrared Drone Flight Parameters on Spider Monkey Detection in Tropical Forests. Sensors 2024, 24, 5659. https://doi.org/10.3390/s24175659

AMA Style

Pinel-Ramos EJ, Aureli F, Wich S, Longmore S, Spaan D. Evaluating Thermal Infrared Drone Flight Parameters on Spider Monkey Detection in Tropical Forests. Sensors. 2024; 24(17):5659. https://doi.org/10.3390/s24175659

Chicago/Turabian Style

Pinel-Ramos, Eduardo José, Filippo Aureli, Serge Wich, Steven Longmore, and Denise Spaan. 2024. "Evaluating Thermal Infrared Drone Flight Parameters on Spider Monkey Detection in Tropical Forests" Sensors 24, no. 17: 5659. https://doi.org/10.3390/s24175659

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