Literature DB >> 20630882

Bridging the gulf between correlated random walks and Lévy walks: autocorrelation as a source of Lévy walk movement patterns.

Andy M Reynolds1.   

Abstract

For many years, the dominant conceptual framework for describing non-oriented animal movement patterns has been the correlated random walk (CRW) model in which an individual's trajectory through space is represented by a sequence of distinct, independent randomly oriented 'moves'. It has long been recognized that the transformation of an animal's continuous movement path into a broken line is necessarily arbitrary and that probability distributions of move lengths and turning angles are model artefacts. Continuous-time analogues of CRWs that overcome this inherent shortcoming have appeared in the literature and are gaining prominence. In these models, velocities evolve as a Markovian process and have exponential autocorrelation. Integration of the velocity process gives the position process. Here, through a simple scaling argument and through an exact analytical analysis, it is shown that autocorrelation inevitably leads to Lévy walk (LW) movement patterns on timescales less than the autocorrelation timescale. This is significant because over recent years there has been an accumulation of evidence from a variety of experimental and theoretical studies that many organisms have movement patterns that can be approximated by LWs, and there is now intense debate about the relative merits of CRWs and LWs as representations of non-orientated animal movement patterns.

Mesh:

Year:  2010        PMID: 20630882      PMCID: PMC2988271          DOI: 10.1098/rsif.2010.0292

Source DB:  PubMed          Journal:  J R Soc Interface        ISSN: 1742-5662            Impact factor:   4.118


  15 in total

1.  Cell motility as persistent random motion: theories from experiments.

Authors:  David Selmeczi; Stephan Mosler; Peter H Hagedorn; Niels B Larsen; Henrik Flyvbjerg
Journal:  Biophys J       Date:  2005-06-10       Impact factor: 4.033

2.  Necessary criterion for distinguishing true superdiffusion from correlated random walk processes.

Authors:  G M Viswanathan; E P Raposo; F Bartumeus; Jordi Catalan; M G E da Luz
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2005-07-27

3.  Evidence for intermittency and a truncated power law from highly resolved aphid movement data.

Authors:  Alla Mashanova; Tom H Oliver; Vincent A A Jansen
Journal:  J R Soc Interface       Date:  2009-05-27       Impact factor: 4.118

4.  Realization of Lévy walks as Markovian stochastic processes.

Authors:  Ihor Lubashevsky; Rudolf Friedrich; Andreas Heuer
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2009-01-12

5.  Using likelihood to test for Lévy flight search patterns and for general power-law distributions in nature.

Authors:  Andrew M Edwards
Journal:  J Anim Ecol       Date:  2008-07-09       Impact factor: 5.091

6.  Continuous-time correlated random walk model for animal telemetry data.

Authors:  Devin S Johnson; Joshua M London; Mary-Anne Lea; John W Durban
Journal:  Ecology       Date:  2008-05       Impact factor: 5.499

7.  On estimating the exponent of power-law frequency distributions.

Authors:  Ethan P White; Brian J Enquist; Jessica L Green
Journal:  Ecology       Date:  2008-04       Impact factor: 5.499

8.  Sampling rate and misidentification of Lévy and non-Lévy movement paths.

Authors:  Michael J Plank; Edward A Codling
Journal:  Ecology       Date:  2009-12       Impact factor: 5.499

9.  A unified approach to analysing cell motility.

Authors:  G A Dunn; A F Brown
Journal:  J Cell Sci Suppl       Date:  1987

10.  Displaced honey bees perform optimal scale-free search flights.

Authors:  Andrew M Reynolds; Alan D Smith; Randolf Menzel; Uwe Greggers; Donald R Reynolds; Joseph R Riley
Journal:  Ecology       Date:  2007-08       Impact factor: 5.499

View more
  14 in total

1.  Patterns of interaction-dominant dynamics in individual versus collaborative memory foraging.

Authors:  Janelle Szary; Rick Dale; Christopher T Kello; Theo Rhodes
Journal:  Cogn Process       Date:  2015-08-28

Review 2.  Assessing Lévy walks as models of animal foraging.

Authors:  Alex James; Michael J Plank; Andrew M Edwards
Journal:  J R Soc Interface       Date:  2011-06-01       Impact factor: 4.118

3.  Signatures of active and passive optimized Lévy searching in jellyfish.

Authors:  Andy M Reynolds
Journal:  J R Soc Interface       Date:  2014-10-06       Impact factor: 4.118

4.  Anomalous diffusion and multifractality enhance mating encounters in the ocean.

Authors:  Laurent Seuront; H Eugene Stanley
Journal:  Proc Natl Acad Sci U S A       Date:  2014-01-27       Impact factor: 11.205

5.  Evidence of Levy walk foraging patterns in human hunter-gatherers.

Authors:  David A Raichlen; Brian M Wood; Adam D Gordon; Audax Z P Mabulla; Frank W Marlowe; Herman Pontzer
Journal:  Proc Natl Acad Sci U S A       Date:  2013-12-23       Impact factor: 11.205

6.  Spreading depression sends microglia on Lévy flights.

Authors:  Yelena Y Grinberg; John G Milton; Richard P Kraig
Journal:  PLoS One       Date:  2011-04-26       Impact factor: 3.240

7.  Swarming bacteria migrate by Lévy Walk.

Authors:  Gil Ariel; Amit Rabani; Sivan Benisty; Jonathan D Partridge; Rasika M Harshey; Avraham Be'er
Journal:  Nat Commun       Date:  2015-09-25       Impact factor: 14.919

8.  Persistence of aquatic insects across managed landscapes: effects of landscape permeability on re-colonization and population recovery.

Authors:  Nika Galic; Geerten M Hengeveld; Paul J Van den Brink; Amelie Schmolke; Pernille Thorbek; Eric Bruns; Hans M Baveco
Journal:  PLoS One       Date:  2013-01-24       Impact factor: 3.240

9.  Stochastic optimal foraging: tuning intensive and extensive dynamics in random searches.

Authors:  Frederic Bartumeus; Ernesto P Raposo; Gandhimohan M Viswanathan; Marcos G E da Luz
Journal:  PLoS One       Date:  2014-09-12       Impact factor: 3.240

10.  Persistence and Adaptation in Immunity: T Cells Balance the Extent and Thoroughness of Search.

Authors:  G Matthew Fricke; Kenneth A Letendre; Melanie E Moses; Judy L Cannon
Journal:  PLoS Comput Biol       Date:  2016-03-18       Impact factor: 4.475

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.