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From Lévy to Brownian: A Computational Model Based on Biological Fluctuation

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  • Surya G Nurzaman
  • Yoshio Matsumoto
  • Yutaka Nakamura
  • Kazumichi Shirai
  • Satoshi Koizumi
  • Hiroshi Ishiguro

Abstract

Background: Theoretical studies predict that Lévy walks maximizes the chance of encountering randomly distributed targets with a low density, but Brownian walks is favorable inside a patch of targets with high density. Recently, experimental data reports that some animals indeed show a Lévy and Brownian walk movement patterns when forage for foods in areas with low and high density. This paper presents a simple, Gaussian-noise utilizing computational model that can realize such behavior. Methodology/Principal Findings: We extend Lévy walks model of one of the simplest creature, Escherichia coli, based on biological fluctuation framework. We build a simulation of a simple, generic animal to observe whether Lévy or Brownian walks will be performed properly depends on the target density, and investigate the emergent behavior in a commonly faced patchy environment where the density alternates. Conclusions/Significance: Based on the model, animal behavior of choosing Lévy or Brownian walk movement patterns based on the target density is able to be generated, without changing the essence of the stochastic property in Escherichia coli physiological mechanism as explained by related researches. The emergent behavior and its benefits in a patchy environment are also discussed. The model provides a framework for further investigation on the role of internal noise in realizing adaptive and efficient foraging behavior.

Suggested Citation

  • Surya G Nurzaman & Yoshio Matsumoto & Yutaka Nakamura & Kazumichi Shirai & Satoshi Koizumi & Hiroshi Ishiguro, 2011. "From Lévy to Brownian: A Computational Model Based on Biological Fluctuation," PLOS ONE, Public Library of Science, vol. 6(2), pages 1-11, February.
  • Handle: RePEc:plo:pone00:0016168
    DOI: 10.1371/journal.pone.0016168
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    References listed on IDEAS

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    1. G. M. Viswanathan & Sergey V. Buldyrev & Shlomo Havlin & M. G. E. da Luz & E. P. Raposo & H. Eugene Stanley, 1999. "Optimizing the success of random searches," Nature, Nature, vol. 401(6756), pages 911-914, October.
    2. Alexander Maye & Chih-hao Hsieh & George Sugihara & Björn Brembs, 2007. "Order in Spontaneous Behavior," PLOS ONE, Public Library of Science, vol. 2(5), pages 1-14, May.
    3. H.J. de Knegt & G.M. Hengeveld & F. van Langevelde & W.F. de Boer & K.P. Kirkman, 2007. "Patch density determines movement patterns and foraging efficiency of large herbivores," Behavioral Ecology, International Society for Behavioral Ecology, vol. 18(6), pages 1065-1072.
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    Cited by:

    1. Wu, Juan & Xu, Yong & Ma, Shaojuan, 2019. "Realizing the transformation of logic gates in a genetic toggle system under Lévy noise," Chaos, Solitons & Fractals, Elsevier, vol. 119(C), pages 171-179.
    2. Xu, Yong & Wu, Juan & Du, Lin & Yang, Hui, 2016. "Stochastic resonance in a genetic toggle model with harmonic excitation and Lévy noise," Chaos, Solitons & Fractals, Elsevier, vol. 92(C), pages 91-100.

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