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How Landscape Heterogeneity Frames Optimal Diffusivity in Searching Processes

Author

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  • E P Raposo
  • F Bartumeus
  • M G E da Luz
  • P J Ribeiro-Neto
  • T A Souza
  • G M Viswanathan

Abstract

Theoretical and empirical investigations of search strategies typically have failed to distinguish the distinct roles played by density versus patchiness of resources. It is well known that motility and diffusivity of organisms often increase in environments with low density of resources, but thus far there has been little progress in understanding the specific role of landscape heterogeneity and disorder on random, non-oriented motility. Here we address the general question of how the landscape heterogeneity affects the efficiency of encounter interactions under global constant density of scarce resources. We unveil the key mechanism coupling the landscape structure with optimal search diffusivity. In particular, our main result leads to an empirically testable prediction: enhanced diffusivity (including superdiffusive searches), with shift in the diffusion exponent, favors the success of target encounters in heterogeneous landscapes. Author Summary: Understanding how animals search for food is crucial for animal ecology. Although much has been learned about the main aspects of the so-called foraging problem, some important questions still remain unanswered. In this work we address the issue of the relevance of heterogeneity in the resources distribution to efficient animal foraging behavior. Our results unveil the key mechanism coupling landscape heterogeneity dynamics with optimal search diffusivity. Indeed, although the effect of (global) resource density on animal foraging behavior is well documented, much less has been known about how spatiotemporal landscape heterogeneity affects the efficiency of encounter interactions by foraging organisms. In this sense, we propose a new empirically testable theoretical prediction on the dynamics (e.g. diffusion exponent) of foraging organisms in heterogeneous environments. We also show that the conditions in which Lévy strategies are optimal are much broader than previously considered.

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  • E P Raposo & F Bartumeus & M G E da Luz & P J Ribeiro-Neto & T A Souza & G M Viswanathan, 2011. "How Landscape Heterogeneity Frames Optimal Diffusivity in Searching Processes," PLOS Computational Biology, Public Library of Science, vol. 7(11), pages 1-8, November.
  • Handle: RePEc:plo:pcbi00:1002233
    DOI: 10.1371/journal.pcbi.1002233
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    References listed on IDEAS

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    1. Reynolds, A.M., 2010. "Balancing the competing demands of harvesting and safety from predation: Lévy walk searches outperform composite Brownian walk searches but only when foraging under the risk of predation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(21), pages 4740-4746.
    2. Carl Giuffre & Peter Hinow & Ryan Vogel & Tanvir Ahmed & Roman Stocker & Thomas R Consi & J Rudi Strickler, 2011. "The Ciliate Paramecium Shows Higher Motility in Non-Uniform Chemical Landscapes," PLOS ONE, Public Library of Science, vol. 6(4), pages 1-6, April.
    3. 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.
    4. Buldyrev, S.V. & Gitterman, M. & Havlin, S. & Kazakov, A.Ya. & da Luz, M.G.E. & Raposo, E.P. & Stanley, H.E. & Viswanathan, G.M., 2001. "Properties of Lévy flights on an interval with absorbing boundaries," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 302(1), pages 148-161.
    5. David W. Sims & Emily J. Southall & Nicolas E. Humphries & Graeme C. Hays & Corey J. A. Bradshaw & Jonathan W. Pitchford & Alex James & Mohammed Z. Ahmed & Andrew S. Brierley & Mark A. Hindell & David, 2008. "Scaling laws of marine predator search behaviour," Nature, Nature, vol. 451(7182), pages 1098-1102, February.
    6. da Luz, M.G.E & Buldyrev, Sergey V & Havlin, Shlomo & Raposo, E.P & Stanley, H.Eugene & Viswanathan, G.M, 2001. "Improvements in the statistical approach to random Lévy flight searches," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 295(1), pages 89-92.
    7. D. Brockmann & L. Hufnagel & T. Geisel, 2006. "The scaling laws of human travel," Nature, Nature, vol. 439(7075), pages 462-465, January.
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    Cited by:

    1. Ferreira, A.S. & Raposo, E.P. & Viswanathan, G.M. & da Luz, M.G.E., 2012. "The influence of the environment on Lévy random search efficiency: Fractality and memory effects," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(11), pages 3234-3246.
    2. Yann S Dufour & Sébastien Gillet & Nicholas W Frankel & Douglas B Weibel & Thierry Emonet, 2016. "Direct Correlation between Motile Behavior and Protein Abundance in Single Cells," PLOS Computational Biology, Public Library of Science, vol. 12(9), pages 1-25, September.
    3. Sepideh Bazazi & Frederic Bartumeus & Joseph J Hale & Iain D Couzin, 2012. "Intermittent Motion in Desert Locusts: Behavioural Complexity in Simple Environments," PLOS Computational Biology, Public Library of Science, vol. 8(5), pages 1-10, May.
    4. Marina E Wosniack & Marcos C Santos & Ernesto P Raposo & Gandhi M Viswanathan & Marcos G E da Luz, 2017. "The evolutionary origins of Lévy walk foraging," PLOS Computational Biology, Public Library of Science, vol. 13(10), pages 1-31, October.
    5. Masato S Abe & Masakazu Shimada, 2015. "Lévy Walks Suboptimal under Predation Risk," PLOS Computational Biology, Public Library of Science, vol. 11(11), pages 1-16, November.
    6. Toman, Kellan & Voulgarakis, Nikolaos K., 2022. "Stochastic pursuit-evasion curves for foraging dynamics," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 597(C).

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