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Group size and resource fractality drive multimodal search strategies: A quantitative analysis on group foraging

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  • Nauta, Johannes
  • Simoens, Pieter
  • Khaluf, Yara

Abstract

Foragers within a group might increase individual foraging efficiencies by using public information to assess local resource availability. This information is often expressed as a change in behavior at resource encounters, which can be detected by nearby individuals. When the resource landscape displays sufficient degrees of clustering or fractality, joining nearby conspecifics in their successful foraging efforts becomes an attractive strategy. However, when group sizes increase, joining others might become less effective due to increased levels of intraspecific competition. In this work, we introduce a trimodal Lévy search in fractal resource landscapes, where highly diffusive, extensive searches are interchanged with localized, intensive searches and informed searches guided by attraction to successful conspecifics. Using an agent-based model, we are able to quantitatively determine what environmental characteristics facilitate joining to be beneficial on both the group and the individual level. We find that joining others is advantageous on the group level, but only if resources are sufficiently clustered and group sizes and joining ranges are not too large. In contrast, individual advantages, expressed as an increased survival rate mediated by a reduced variation in resource intake rate, are largest precisely in parameter regions where group benefits were smallest. These results highlight both the reach of a relatively simple agent-based model based on multimodal random searches, and the notion that groups might not necessarily optimize foraging efficiency when more strict conditions, such as survival, need to be met.

Suggested Citation

  • Nauta, Johannes & Simoens, Pieter & Khaluf, Yara, 2022. "Group size and resource fractality drive multimodal search strategies: A quantitative analysis on group foraging," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 590(C).
  • Handle: RePEc:eee:phsmap:v:590:y:2022:i:c:s0378437121009225
    DOI: 10.1016/j.physa.2021.126702
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    as
    1. Gil Ariel & Amit Rabani & Sivan Benisty & Jonathan D. Partridge & Rasika M. Harshey & Avraham Be'er, 2015. "Swarming bacteria migrate by Lévy Walk," Nature Communications, Nature, vol. 6(1), pages 1-6, December.
    2. 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.
    3. 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.
    4. 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.
    5. Sabil Huda & Bettina Weigelin & Katarina Wolf & Konstantin V. Tretiakov & Konstantin Polev & Gary Wilk & Masatomo Iwasa & Fateme S. Emami & Jakub W. Narojczyk & Michal Banaszak & Siowling Soh & Didzis, 2018. "Lévy-like movement patterns of metastatic cancer cells revealed in microfabricated systems and implicated in vivo," Nature Communications, Nature, vol. 9(1), pages 1-11, December.
    6. L. Conradt & T. J. Roper, 2003. "Group decision-making in animals," Nature, Nature, vol. 421(6919), pages 155-158, January.
    7. Graeme D. Ruxton & Chris Fraser & Mark Broom, 2005. "An evolutionarily stable joining policy for group foragers," Behavioral Ecology, International Society for Behavioral Ecology, vol. 16(5), pages 856-864, September.
    8. Chloe Bracis & Eliezer Gurarie & Bram Van Moorter & R Andrew Goodwin, 2015. "Memory Effects on Movement Behavior in Animal Foraging," PLOS ONE, Public Library of Science, vol. 10(8), pages 1-21, August.
    9. Dorfman, Robert, 1979. "A Formula for the Gini Coefficient," The Review of Economics and Statistics, MIT Press, vol. 61(1), pages 146-149, February.
    10. Máté Nagy & Zsuzsa Ákos & Dora Biro & Tamás Vicsek, 2010. "Hierarchical group dynamics in pigeon flocks," Nature, Nature, vol. 464(7290), pages 890-893, April.
    11. Nicolas E. Humphries & Nuno Queiroz & Jennifer R. M. Dyer & Nicolas G. Pade & Michael K. Musyl & Kurt M. Schaefer & Daniel W. Fuller & Juerg M. Brunnschweiler & Thomas K. Doyle & Jonathan D. R. Hought, 2010. "Environmental context explains Lévy and Brownian movement patterns of marine predators," Nature, Nature, vol. 465(7301), pages 1066-1069, June.
    12. Sonia Kéfi & Max Rietkerk & Concepción L. Alados & Yolanda Pueyo & Vasilios P. Papanastasis & Ahmed ElAich & Peter C. de Ruiter, 2007. "Spatial vegetation patterns and imminent desertification in Mediterranean arid ecosystems," Nature, Nature, vol. 449(7159), pages 213-217, September.
    13. Atkinson, Anthony B., 1970. "On the measurement of inequality," Journal of Economic Theory, Elsevier, vol. 2(3), pages 244-263, September.
    14. Julian C Evans & Colin J Torney & Stephen C Votier & Sasha R X Dall, 2019. "Social information use and collective foraging in a pursuit diving seabird," PLOS ONE, Public Library of Science, vol. 14(9), pages 1-15, September.
    15. Todd M. Scanlon & Kelly K. Caylor & Simon A. Levin & Ignacio Rodriguez-Iturbe, 2007. "Positive feedbacks promote power-law clustering of Kalahari vegetation," Nature, Nature, vol. 449(7159), pages 209-212, September.
    16. Kimberley J. Mathot & Luc-Alain Giraldeau, 2010. "Within-group relatedness can lead to higher levels of exploitation: a model and empirical test," Behavioral Ecology, International Society for Behavioral Ecology, vol. 21(4), pages 843-850.
    17. Tajie H. Harris & Edward J. Banigan & David A. Christian & Christoph Konradt & Elia D. Tait Wojno & Kazumi Norose & Emma H. Wilson & Beena John & Wolfgang Weninger & Andrew D. Luster & Andrea J. Liu &, 2012. "Generalized Lévy walks and the role of chemokines in migration of effector CD8+ T cells," Nature, Nature, vol. 486(7404), pages 545-548, June.
    18. Andrew J. King & Nick J.B. Isaac & Guy Cowlishaw, 2009. "Ecological, social, and reproductive factors shape producer--scrounger dynamics in baboons," Behavioral Ecology, International Society for Behavioral Ecology, vol. 20(5), pages 1039-1049.
    19. Reynolds, A.M., 2009. "Adaptive Lévy walks can outperform composite Brownian walks in non-destructive random searching scenarios," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(5), pages 561-564.
    20. Stefano Focardi & Paolo Montanaro & Elena Pecchioli, 2009. "Adaptive Lévy Walks in Foraging Fallow Deer," PLOS ONE, Public Library of Science, vol. 4(8), pages 1-6, August.
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