My co-authors and I are pleased to announce the open-access publication of our 
manuscript "Monitoring abundance of aggregated animals (Florida manatees) using 
an unmanned aerial system (UAS)" in Scientific Reports.

Edwards, H.H., Hostetler, J.A., Stith, B.M. et al. Monitoring abundance of 
aggregated animals (Florida manatees) using an unmanned aerial system (UAS). 
Sci Rep 11, 12920 (2021). https://doi.org/10.1038/s41598-021-92437-z

Imperfect detection is an important problem when counting wildlife, but new 
technologies such as unmanned aerial systems (UAS) can help overcome this 
obstacle. We used data collected by a UAS and a Bayesian closed 
capture-mark-recapture model to estimate abundance and distribution while 
accounting for imperfect detection of aggregated Florida manatees (Trichechus 
manatus latirostris) at thermal refuges to assess use of current and new 
warmwater sources in winter. Our UAS hovered for 10 min and recorded 4 K video 
over sites in Collier County, FL. Open-source software was used to create 
recapture histories for 10- and 6-min time periods. Mean estimates of 
probability of detection for 1-min intervals at each canal varied by survey and 
ranged between 0.05 and 0.92. Overall, detection probability for sites varied 
between 0.62 and 1.00 across surveys and length of video (6 and 10 min). 
Abundance varied by survey and location, and estimates indicated that 
distribution changed over time, with use of the novel source of warmwater 
increasing over time. The highest cumulative estimate occurred in the coldest 
winter, 2018 (N = 158, CI 141–190). Methods here reduced survey costs, 
increased safety and obtained rigorous abundance estimates at aggregation sites 
previously too difficult to monitor.

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Holly H. Edwards,  Ph.D.
100 Eighth Ave. SE
St Petersburg, FL 33701
727-896-8626 ext. 1924
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