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Maximum-entropy description of animal movement

Chris H. Fleming, Yiğit Subaşı, and Justin M. Calabrese
Phys. Rev. E 91, 032107 – Published 4 March 2015

Abstract

We introduce a class of maximum-entropy states that naturally includes within it all of the major continuous-time stochastic processes that have been applied to animal movement, including Brownian motion, Ornstein-Uhlenbeck motion, integrated Ornstein-Uhlenbeck motion, a recently discovered hybrid of the previous models, and a new model that describes central-place foraging. We are also able to predict a further hierarchy of new models that will emerge as data quality improves to better resolve the underlying continuity of animal movement. Finally, we also show that Langevin equations must obey a fluctuation-dissipation theorem to generate processes that fall from this class of maximum-entropy distributions when the constraints are purely kinematic.

  • Received 7 October 2014

DOI:https://doi.org/10.1103/PhysRevE.91.032107

©2015 American Physical Society

Authors & Affiliations

Chris H. Fleming1,2, Yiğit Subaşı3, and Justin M. Calabrese1

  • 1Conservation Ecology Center, Smithsonian Conservation Biology Institute, National Zoological Park, 1500 Remount Rd., Front Royal, Virginia 22630, USA
  • 2Department of Biology, University of Maryland, College Park, College Park, Maryland 20742, USA
  • 3Department of Chemistry and Biochemistry, University of Maryland, College Park, College Park, Maryland 20742, USA

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Issue

Vol. 91, Iss. 3 — March 2015

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