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Bayesian Estimation of Animal Movement from Archival and Satellite Tags
Citation
Sumner, MD and Wotherspoon, SJ and Hindell, MA, Bayesian Estimation of Animal Movement from Archival and Satellite Tags, PLoS One, 4, (10) pp. 1-13. ISSN 1932-6203 (2009) [Refereed Article]
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Copyright Statement
© 2009 Sumner et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
DOI: doi:10.1371/journal.pone.0007324
Abstract
The reliable estimation of animal location, and its associated error is fundamental to animal ecology. There are many
existing techniques for handling location error, but these are often ad hoc or are used in isolation from each other. In this
study we present a Bayesian framework for determining location that uses all the data available, is flexible to all tagging
techniques, and provides location estimates with built-in measures of uncertainty. Bayesian methods allow the
contributions of multiple data sources to be decomposed into manageable components. We illustrate with two examples
for two different location methods: satellite tracking and light level geo-location. We show that many of the problems with
uncertainty involved are reduced and quantified by our approach. This approach can use any available information, such as
existing knowledge of the animal’s potential range, light levels or direct location estimates, auxiliary data, and movement
models. The approach provides a substantial contribution to the handling uncertainty in archival tag and satellite tracking
data using readily available tools.
Item Details
Item Type: | Refereed Article |
---|---|
Research Division: | Biological Sciences |
Research Group: | Zoology |
Research Field: | Animal behaviour |
Objective Division: | Environmental Management |
Objective Group: | Management of Antarctic and Southern Ocean environments |
Objective Field: | Assessment and management of Antarctic and Southern Ocean ecosystems |
UTAS Author: | Sumner, MD (Mr Michael Sumner) |
UTAS Author: | Wotherspoon, SJ (Dr Simon Wotherspoon) |
UTAS Author: | Hindell, MA (Professor Mark Hindell) |
ID Code: | 58641 |
Year Published: | 2009 |
Web of Science® Times Cited: | 117 |
Deposited By: | Zoology |
Deposited On: | 2009-10-16 |
Last Modified: | 2015-01-27 |
Downloads: | 0 |
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