Optimizing observing strategies for monitoring animals using drone-mounted thermal infrared cameras

References

• Arnott, W. P., C. Schmitt, Y. Liu, and J. Hallett. 1997. “Droplet Size Spectra and Water-Vapor Concentration of Laboratory Water Clouds: Inversion of Fourier Transform Infrared 500–5000 Cm1 Optical-Depth Measurement.” Applied Optics 12 (21): 5205–5216.
   Web of Science ®Google Scholar
• Bechtel, B. 2015. “A New Global Climatology of Annual Land Surface Temperature.” Remote Sensing 7 (3): 2850–2870.
   Web of Science ®Google Scholar
• Bondi, E., F. Fang, M. Hamilton, D. Kar, D. Dmello, J. Choi, R. Hannaford, et al. 2018. SPOT Poachers in Action: Augmenting Conservation Drones with Automatic Detection in near Real Time. The Thirtieth AAAI Conference on Innovative Applications of Artificial Intelligence (IAAI-18). AAAI.
   Google Scholar
• Buckland, S. T., D. R. Anderson, K. P. Burnham, J. L. Laake, D. L. Borchers, and L. Thomas. 2001. Introduction to Distance Sampling: Estimating Abundance of Biological Populations. Oxford, UK: Oxford University Press.
   Google Scholar
• Burke, C., M. F. Rashman, L. McAree, O. Abd Hambrecht, S. N. Longmore, A. K. Piel, and S. Wich. 2018a. Addressing Environmental and Atmospheric Challenges for Capturing High-Precision Thermal Infrared Data in the Field of Astro-Ecology. Proceedings of SPIE, SPIE. Astronomical Telescopes and Instrumentation. doi:10.1117/12.2311673
   Google Scholar
• Burn, D. M., M. S. Udevitz, S. G. Speckman, and R. Bradley Benter. 2009. “An Improved Procedure for Detection and Enumeration of Walrus Signatures in Airborne Thermal Imagery.” 11 (5): 324–333. http://pubs.er.usgs.gov/publication/70003539.
   Google Scholar
• Ceballos, G., P. R. Ehrlich, A. D. Barnosky, A. Garca, R. M. Pringle, and T. M. Palmer. 2015. “Accelerated Modern Human–Induced Species Losses: Entering the Sixth Mass Extinction.” Science Advances 1 (5): e1400253. doi:10.1126/sciadv.1400253.
   PubMed Web of Science ®Google Scholar
• Chretien, L.-P., J. Theau, and P. Menard. 2015. “Wildlife Multispecies Remote Sensing Using Visible and Thermal Infrared Imagery Acquired from an Unmanned Areal Vehicle (UAV).” The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, International Conference on Unmanned Aerial Vehicles in Geomatics, XL-1/W4, Toronto, Canada.
   Google Scholar
• Chretien, L.-P., J. Theau, and P. Menard. 2016. “Visible and Thermal Infrared Remote Sensing for the Detection of White-Tailed Deer Using an Unmanned Aerial System.” Wildlife Society Bulletin 40 (1): 181–191. doi:10.1002/wsb.v40.1.
   PubMed Web of Science ®Google Scholar
• Christiansen, P., K. A. Steen, R. N. Jogensen, and H. Karstoft. 2014. “Automated Detection and Recognition of Wildlife Using Thermal Cameras.” Sensors 14 (8): 13778–13793. doi:10.3390/s140813778.
   PubMed Web of Science ®Google Scholar
• Cilulko, J., P. Janiszewski, M. Bogdaszewski, and E. Szczygielska. 2012. “Infrared Thermal Imaging in Studies of Wild Animals.” European Journal of Wildlife Research 59: 17–23. doi:10.1007/s10344-012-0688-1.
   Web of Science ®Google Scholar
• Collins, K., and J. T. du Toit. 2016. “Population Status and Distribution Modelling of the Critically Endangered Riverine Rabbit (Bunolagus Monticularis).” African Journal of Ecology 54 (2): 195–206. doi:10.1111/aje.12285.
   Web of Science ®Google Scholar
• Diegel, R., and J. R. Howell. 2002. Thermal Radiation Heat Transfer. London: CRC press, Taylor & Francis.
   Google Scholar
• Duffy, J. P., A. M. Cunliffe, L. DeBell, C. Sandbrook, S. A. Wich, J. D. Shutler, I. H. Myers-Smith, M. R. Varela, and K. Anderson. 2017. “Location, Location, Location: Considerations When Using Lightweight Drones in Challenging Environments.” Remote Sensing in Ecology and Conservation. doi:10.1002/rse2.58.
   Web of Science ®Google Scholar
• Dyson, J. E., and D. A. Williams. 1997. The Physics of the Interstellar Mediaum. 2nd ed. UK: Taylor & Francis.
   Google Scholar
• Fretwell, P. T., M. A. LaRue, G. L. Paul Morin, B. W. Kooyman, A. J. Norman Ratcliffe, A. H. Fox, C. P. Fleming, and P. N. Trathan. 2012. “An Emperor Penguin Population Estimate: The First Global, Synoptic Survey of a Species from Space.” PLoS One 7 (4): 1–11. doi:10.1371/annotation/32c246eb-3b73-4410-a44c-b41ddae11fc5.
   Web of Science ®Google Scholar
• Gonzalez, L. F., G. A. Montes, E. Puig, S. Johnson, K. Mengersen, and K. J. Gaston. 2016. “Unmanned Aerial Vehicles (Uavs) and Artificial Intelligence Revolutionizing Wildlife Monitoring and Conservation.” Sensors 16 (1): 97. doi:10.3390/s16122100.
   PubMed Web of Science ®Google Scholar
• Gooday, O. J., N. Key, S. Goldstien, and P. Zawar-Reza. 2018. “An Assessment of Thermal-Image Acquisition with an Unmanned Aerial Vehicle (UAV) for Direct Counts of Coastal Marine Mammals Ashore.” Journal of Unmanned Vehicle Systems 6 (2): 100–108. doi:10.1139/juvs-2016-0029.
   Web of Science ®Google Scholar
• Gordon, I. E., L. S. Rothman, R. R. Gamache, D. Jacquemart, C. Boone, P. F. Bernath, M. W. Shephard, J. S. Delamere, and S. A. Clough. 2007. “Current Updates of the Water-Vapor Line List in HITRAN: A New Diet for Air-Broadened Half-Widths.” Journal of Quantitative Spectroscopy and Radiative Transfer 108 (3): 389–402. doi:10.1016/j.jqsrt.2007.06.009.
   Web of Science ®Google Scholar
• Hale, G. M., and M. R. Querry. 1973. “Optical Constants of Water in the 200-Nm to 200-Micon Wavelength Region.” Applied Optics 12 (3): 555–563. doi:10.1364/AO.12.001193.
   PubMed Web of Science ®Google Scholar
• Hart, A. G., R. N. Rolfe, S. Dandy, H. Stubbs, D. MacTavish, L. MacTavish, and A. E. Goodenough. 2015. “Can Handheld Thermal Imaging Technology Improve Detection of Poachers in African Bushveldt?” PLoS One 10 (6): e0131584. doi:10.1371/journal.pone.0131584.
   Web of Science ®Google Scholar
• Havens, K. J., and E. J. Sharp. 2015. Thermal Imaging Techniques to Survey and Monitor Animals in the Wild: A Methodology. Amsterdam: Academic Press.
   Google Scholar
• Hess, M., P. Koepke, and I. Schult. 1998. “Optical Properties of Aerosols and Clouds: The Software Package OPAC.” Bulletin of the American Meteorological Society 79 (5): 831–844.
   Web of Science ®Google Scholar
• Hodgson, J. C., S. M. Baylis, R. Mott, A. Herrod, and R. H. Clarke. 2016. “Precision Wildlife Monitoring Using Unmanned Aerial Vehicles.” Scientific Reports 6: 22574 EP. doi:10.1038/srep22574.
   Web of Science ®Google Scholar
• Hodgson, J. C., S. M. Rowan Mott, T. T. Baylis, S. W. Pham, A. D. Kilpatrick, R. R. Segaran, I. Reid, A. Terauds, L. P. Koh, and N. Yoccoz. 2018. “Drones Count Wildlife More Accurately and Precisely than Humans.” Methods in Ecology and Evolution 9: 1160–1167. doi:10.1111/2041-210X.12974.
   Web of Science ®Google Scholar
• Israel, I., and A. Reinhard. 2017. Detecting Nests of Lapwing Birds with the Aid of a Small Unmanned Aerial Vehicle with Thermal Camera.ICUAS 2017- International Conference on Unmanned Aircraft Systems (ICUAS), Miami, FL, June 13–16.
   Google Scholar
• Israel, M. 2011. “A Uav-Based ROE Deer Fawn Detection System.” ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences 3822: 51–55.
   Google Scholar
• James Schwarz, C. 2008. “Advanced Distance Sampling: Estimating Abundance of Biological Populations by Buckland, S. T., Anderson, D. R., Burnham, K. P., Laake, J. L., Borchers, C. L., and Thomas, L.” Biometrics 50 (3): 997.
   Google Scholar
• Lhoest, S., J. Linchant, S. Quevauvillers, C. Vermeulen, and P. Lejeune. 2015. “How Many Hippos (HOMHIP): Algorithm for Automatic Counts of Animals with Infra-Red Thermal Imagery from UAV.” The International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences. doi:10.5194/isprsarchives-XL-3-W3-355-2015.
   Google Scholar
• Longmore, S. N., R. P. Collins, S. Pfeifer, S. E. Fox, M. Mulero-Pazmany, F. Bezombes, A. Goodwind, M. de Juan Ovelar, J. H. Knapen, and S. A. Wich. 2017. “Adapting Astronomical Source Detection Software to Help Detect Animals in Thermal Images Obtained by Unmanned Aerial Systems.” International Journal of Remote Sensing 38: 2623–2638. doi:10.1080/01431161.2017.1280639.
   Web of Science ®Google Scholar
• McCafferty, D. J., S. Gallon, and A. Nord. 2015. “Challenges of Measuring Body Temperatures of Free-Ranging Birds and Mammals.” Animal Biotelemetry 3 (33). doi:10.1186/s40317-015-0075-2.
   Google Scholar
• McMahon, C. R., H. Howe, J. van den Hoff, R. Alderman, H. Brolsma, and M. A. Hindell. 2014. “Satellites, the All-Seeing Eyes in the Sky: Counting Elephant Seals from Space.” PLoS One 9 (3): 1–5. doi:10.1371/journal.pone.0092613.
   Web of Science ®Google Scholar
• Mikhailenko, S. N., Y. L. Babikov, and V. F. Golovko. 2005. “Information-Calculating System Spectroscopy of Atmospheric Gases. The Structure and Main Functions.” Atmospheric and Oceanic Optics 18 (09): 685–695.
   Google Scholar
• Mulero-Pazmany, M., S. Jenni-Eiermann, N. Strebel, T. Sattler, J. J. Negro, and Z. Tablado. 2017. “Unmanned Aircraft Systems as A New Source of Disturbance for Wildlife: A Systematic Review.” PLoS One 12 (6): e0178448. doi:10.1371/journal.pone.0178448.
   PubMed Web of Science ®Google Scholar
• Mulero-Pázmány, M., R. Stolper, L. D. van Essen, J. J. Negro, and T. Sassen. 2014. “Remotely Piloted Aircraft Systems as a Rhinoceros Anti-Poaching Tool in Africa.” PLoS One 9 (1): e83873. doi:10.1371/journal.pone.0083873.
   Web of Science ®Google Scholar
• Mulero-Pázmány, M., J. À. Barasona, P. Acevedo, J. Vicente, and J. J. Negro. 2015. “Unmanned Aircraft Systems Complement Biologging in Spatial Ecology Studies.” Ecology and Evolution 5 (21): 4808–4818. https://onlinelibrary.wiley.com/doi/abs/10.1002/ece3.1744.
   PubMed Web of Science ®Google Scholar
• Régnier, C., G. Achaz, R. H. Amaury Lambert, P. B. Cowie, and B. Fontaine. 2015. “Mass Extinction in Poorly Known Taxa.” Proceedings of the National Academy of Sciences 112 (25): 7761–7766. doi:10.1073/pnas.1502350112.
   PubMed Web of Science ®Google Scholar
• Rothman, L. S., I. E. Gordon, Y. Babikov, A. Barbe, D. Chris Benner, P. F. Bernath, M. Birk, et al. 2013. “The HITRAN2012 Molecular Spectroscopic Database.” Journal of Quantitative Spectroscopy & Radiative Transfer 130: 4–50. doi:10.1016/j.jqsrt.2013.07.002.
   Web of Science ®Google Scholar
• Rybicki, G. B., and A. P. Lightman. 2007. Radiative Processes in Astrophysics. Weinheim: Wiley.
   Google Scholar
• Seymour, A. C., J. Dale, M. Hammill, P. N. Halpin, and D. W. Johnston. 2017. “Automated Detection and Enumeration of Marine Wildlife Using Unmanned Aircraft Systems (UAS) and Thermal Imagery.” Scientific Reports 7: 45127 EP. doi:10.1038/srep45127.
   Web of Science ®Google Scholar
• Wan, Z., Y. Zhang, Q. Zhang, and Z.-L. Li. 2004. “Quality Assessment and Validation of the MODIS Global Land Surface Temperature.” International Journal of Remote Sensing 25 (1): 261–274. doi:10.1080/0143116031000116417.
   Web of Science ®Google Scholar
• Wich, S., and L. P. Koh. 2018. Conservation Drones, Mapping and Monitoring Biodiversity. Oxford, UK: Oxford University Press.
   Google Scholar
• Witczuk, J., S. Pagacz, A. Zmarz, and M. Cypel. 2018. “Exploring the Feasibility of Unmanned Aerial Vehicles and Thermal Imaging for Ungulate Surveys in Forests - Preliminary Results.” International Journal of Remote Sensing 39 (15–16): 5504–5521. doi:10.1080/01431161.2017.1390621.
   Web of Science ®Google Scholar