A maximum-entropy description of animal movement
arXiv:1408.3279 · doi:10.1103/PhysRevE.91.032107
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.
6 pages
References in corpus (4)
- The equilibrium states of open quantum systems in the strong coupling regime
- Fermionic Stochastic Schrödinger Equation and Master Equation: An Open System Model
- Entropy, non-ergodicity and non-Gaussian behaviour in ballistic transport
- Perturbation Methods for Non-Markovian Quantum State Diffusion Equation