Delayed stochastic processes and animal movement interactions

Understanding delayed movement interactions has become an area of great interest and importance in the study of animal collective movement. This thesis investigates the role delays play in both theoretical and data-driven studies of movement interactions. From a data-set of bat paired flight traject...

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Main Author: McKetterick, Thomas John
Published: University of Bristol 2015
Subjects:
519
Online Access:http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.702110
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spelling ndltd-bl.uk-oai-ethos.bl.uk-7021102017-05-24T03:33:39ZDelayed stochastic processes and animal movement interactionsMcKetterick, Thomas John2015Understanding delayed movement interactions has become an area of great interest and importance in the study of animal collective movement. This thesis investigates the role delays play in both theoretical and data-driven studies of movement interactions. From a data-set of bat paired flight trajectories empirical evidence is obtained for the delayed nature of the action and reaction between conspecifics. Analytic techniques are then developed for extracting the value of these delays and subsequently utilising this information to understand the sensory perception and leader-follower relationships of these animals. The combination of delays and noise present in animal movement interactions has not previously been incorporated in theoretical models due to a lack of exact analytic results for delayed stochastic processes. The second part of this thesis provides the theoretical foundations for studying linear delayed stochastic processes. A Langevin description of such systems is presented and from which an understanding of their delayed dynamics is obtained. The corresponding probability distribution is then calculated directly from the solution of the Langevin equation. An equivalent Fokker-Planck description is also derived and shown to provide a complete probabilistic understanding of these systems. Utilising these results, models of delayed movement interactions are presented and the role of delays in the resulting movement patterns is discussed. In the final part of this thesis, the Fokker-Planck description of these systems is used to investigate their evolution in the presence of boundaries.519University of Bristolhttp://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.702110Electronic Thesis or Dissertation
collection NDLTD
sources NDLTD
topic 519
spellingShingle 519
McKetterick, Thomas John
Delayed stochastic processes and animal movement interactions
description Understanding delayed movement interactions has become an area of great interest and importance in the study of animal collective movement. This thesis investigates the role delays play in both theoretical and data-driven studies of movement interactions. From a data-set of bat paired flight trajectories empirical evidence is obtained for the delayed nature of the action and reaction between conspecifics. Analytic techniques are then developed for extracting the value of these delays and subsequently utilising this information to understand the sensory perception and leader-follower relationships of these animals. The combination of delays and noise present in animal movement interactions has not previously been incorporated in theoretical models due to a lack of exact analytic results for delayed stochastic processes. The second part of this thesis provides the theoretical foundations for studying linear delayed stochastic processes. A Langevin description of such systems is presented and from which an understanding of their delayed dynamics is obtained. The corresponding probability distribution is then calculated directly from the solution of the Langevin equation. An equivalent Fokker-Planck description is also derived and shown to provide a complete probabilistic understanding of these systems. Utilising these results, models of delayed movement interactions are presented and the role of delays in the resulting movement patterns is discussed. In the final part of this thesis, the Fokker-Planck description of these systems is used to investigate their evolution in the presence of boundaries.
author McKetterick, Thomas John
author_facet McKetterick, Thomas John
author_sort McKetterick, Thomas John
title Delayed stochastic processes and animal movement interactions
title_short Delayed stochastic processes and animal movement interactions
title_full Delayed stochastic processes and animal movement interactions
title_fullStr Delayed stochastic processes and animal movement interactions
title_full_unstemmed Delayed stochastic processes and animal movement interactions
title_sort delayed stochastic processes and animal movement interactions
publisher University of Bristol
publishDate 2015
url http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.702110
work_keys_str_mv AT mcketterickthomasjohn delayedstochasticprocessesandanimalmovementinteractions
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