Inherent noise appears as a Lévy walk in fish schools

Recent experimental and observational data have revealed that the internal structures of collective animal groups are not fixed in time. Rather, individuals can produce noise continuously within their group. These individuals’ movements on the inside of the group, which appear to collapse the global order and information transfer, can enable interactions with various neighbors. In this study, we show that noise generated inherently in a school of ayus (Plecoglossus altivelis) is characterized by various power-law behaviors. First, we show that individual fish move faster than Brownian walkers with respect to the center of the mass of the school as a super-diffusive behavior, as seen in starling flocks. Second, we assess neighbor shuffling by measuring the duration of pair-wise contact and find that this distribution obeys the power law. Finally, we show that an individual’s movement in the center of a mass reference frame displays a Lévy walk pattern. Our findings suggest that inherent noise (i.e., movements and changes in the relations between neighbors in a directed group) is dynamically self-organized in both time and space. In particular, Lévy walk in schools can be regarded as a well-balanced movement to facilitate dynamic collective motion and information transfer throughout the group.

[1]  Andrew Adamatzky,et al.  Passively Active – Actively Passive Mutual Anticipation in a Communicative Swarm , 2012 .

[2]  I. Couzin,et al.  Collective memory and spatial sorting in animal groups. , 2002, Journal of theoretical biology.

[3]  A. Reynolds,et al.  Tsallis distributions, Lévy walks and correlated-type anomalous diffusion result from state-dependent diffusion , 2015 .

[4]  Andrea Baronchelli,et al.  Modeling human dynamics of face-to-face interaction networks , 2013, Physical review letters.

[5]  Giorgio Parisi,et al.  Propagating waves in starling, Sturnus vulgaris, flocks under predation , 2011, Animal Behaviour.

[6]  Daniel W Franks,et al.  Limited interactions in flocks: relating model simulations to empirical data , 2011, Journal of The Royal Society Interface.

[7]  A. Reynolds,et al.  Free-Flight Odor Tracking in Drosophila Is Consistent with an Optimal Intermittent Scale-Free Search , 2007, PloS one.

[8]  Akinori Takahashi,et al.  Linking animal-borne video to accelerometers reveals prey capture variability , 2013, Proceedings of the National Academy of Sciences.

[9]  Andy M. Reynolds,et al.  Effective leadership in animal groups when no individual has pertinent information about resource locations: How interactions between leaders and followers can result in Lévy walk movement patterns , 2013 .

[10]  Iain D. Couzin,et al.  Collective States, Multistability and Transitional Behavior in Schooling Fish , 2013, PLoS Comput. Biol..

[11]  Daniel S. Calovi,et al.  Swarming, schooling, milling: phase diagram of a data-driven fish school model , 2013, 1308.2889.

[12]  Mark E. J. Newman,et al.  Power-Law Distributions in Empirical Data , 2007, SIAM Rev..

[13]  A. M. Edwards,et al.  Revisiting Lévy flight search patterns of wandering albatrosses, bumblebees and deer , 2007, Nature.

[14]  Nicolas E. Humphries,et al.  Scaling laws of marine predator search behaviour , 2008, Nature.

[15]  G. Parisi,et al.  Scale-free correlations in starling flocks , 2009, Proceedings of the National Academy of Sciences.

[16]  Andrea J. Liu,et al.  Generalized Lévy walks and the role of chemokines in migration of effector CD8+ T cells , 2012, Nature.

[17]  Matt Grove,et al.  Ranging patterns of hamadryas baboons: random walk analyses , 2010, Animal Behaviour.

[18]  Ciro Cattuto,et al.  Dynamics of Person-to-Person Interactions from Distributed RFID Sensor Networks , 2010, PloS one.

[19]  H. Butt,et al.  Surface forces in a confined polymer melt: self-consistent field analysis of full and restricted equilibrium cases. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[20]  Yukio-Pegio Gunji,et al.  Emergent Runaway into an Avoidance Area in a Swarm of Soldier Crabs , 2014, PloS one.

[21]  F. Weissing,et al.  Lévy Walks Evolve Through Interaction Between Movement and Environmental Complexity , 2011, Science.

[22]  Sepideh Bazazi,et al.  Intermittent Motion in Desert Locusts: Behavioural Complexity in Simple Environments , 2012, PLoS Comput. Biol..

[23]  G. Viswanathan,et al.  Necessary criterion for distinguishing true superdiffusion from correlated random walk processes. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[24]  Nicolas E. Humphries,et al.  Foraging success of biological Lévy flights recorded in situ , 2012, Proceedings of the National Academy of Sciences.

[25]  A. Cavagna,et al.  Diffusion of individual birds in starling flocks , 2012, Proceedings of the Royal Society B: Biological Sciences.

[26]  J. Yoshimura,et al.  Historical effect in the territoriality of ayu fish. , 2011, Journal of theoretical biology.

[27]  Yukio-Pegio Gunji,et al.  Fluctuation-Driven Flocking Movement in Three Dimensions and Scale-Free Correlation , 2012, PloS one.

[28]  Craig W. Reynolds Flocks, herds, and schools: a distributed behavioral model , 1987, SIGGRAPH.

[29]  Charlotte K. Hemelrijk,et al.  Emergence of Oblong School Shape: Models and Empirical Data of Fish , 2010 .

[30]  G. Viswanathan,et al.  Lévy flights and superdiffusion in the context of biological encounters and random searches , 2008 .

[31]  Ciro Cattuto,et al.  High-Resolution Measurements of Face-to-Face Contact Patterns in a Primary School , 2011, PloS one.

[32]  I. Couzin,et al.  Inferring the structure and dynamics of interactions in schooling fish , 2011, Proceedings of the National Academy of Sciences.

[33]  Iain D. Couzin,et al.  The Dynamics of Coordinated Group Hunting and Collective Information Transfer among Schooling Prey , 2012, Current Biology.

[34]  G. Parisi,et al.  Interaction ruling animal collective behavior depends on topological rather than metric distance: Evidence from a field study , 2007, Proceedings of the National Academy of Sciences.

[35]  G. Parisi,et al.  Empirical investigation of starling flocks: a benchmark study in collective animal behaviour , 2008, Animal Behaviour.

[36]  Christian A. Yates,et al.  Inherent noise can facilitate coherence in collective swarm motion , 2009, Proceedings of the National Academy of Sciences.

[37]  P. A. Prince,et al.  Lévy flight search patterns of wandering albatrosses , 1996, Nature.

[38]  Vicsek,et al.  Novel type of phase transition in a system of self-driven particles. , 1995, Physical review letters.

[39]  M. Moreau,et al.  Intermittent search strategies , 2011, 1104.0639.

[40]  Nicolas E. Humphries,et al.  Environmental context explains Lévy and Brownian movement patterns of marine predators , 2010, Nature.

[41]  Yuhai Tu,et al.  SOUND WAVES AND THE ABSENCE OF GALILEAN INVARIANCE IN FLOCKS , 1998 .