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Tracking marine mammals in 3D using electronic tag data
Author(s) -
Laplanche Christophe,
Marques Tiago A.,
Thomas Len
Publication year - 2015
Publication title -
methods in ecology and evolution
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 3.425
H-Index - 105
ISSN - 2041-210X
DOI - 10.1111/2041-210x.12373
Subject(s) - computer science , accelerometer , orientation (vector space) , movement (music) , track (disk drive) , artificial intelligence , tracking (education) , noise (video) , computer vision , acoustics , mathematics , physics , psychology , pedagogy , geometry , image (mathematics) , operating system
Summary Information about at‐depth behaviour of marine mammals is fundamental yet very hard to obtain from direct visual observation. Animal‐borne multisensor electronic tags provide a unique window of observation into such behaviours. Electronic tag sensors allow the estimation of the animal's 3‐dimensional (3D) orientation, depth and speed. Using tag flow noise level to provide an estimate of animal speed, we extend existing approaches of 3D track reconstruction by allowing the direction of movement to differ from that of the animal's longitudinal axis. Data are processed by a hierarchical Bayesian model that allows processing of multisource data, accounting for measurement errors and testing hypotheses about animal movement by comparing models. We illustrate the approach by reconstructing the 3D track of a 52‐min deep dive of a Blainville's beaked whale Mesoplodon densirostris adult male fit with a digital tag (DTAG) in the Bahamas. At depth, the whale alternated regular movements at large speed (>1·5 m s ‐1 ) and more complex movements at lower speed (<1·5m s ‐1 ) with differences between movement and longitudinal axis directions of up to 28∘ . The reconstructed 3D track agrees closely with independent acoustic‐based localizations. The approach is potentially applicable to study the underwater behaviour (e.g. response to anthropogenic disturbances) of a wide variety of species of marine mammals fitted with triaxial magnetometer and accelerometer tags.