Abstract
Birds in a flock move in a correlated way, resulting in large polarization of velocities. A good understanding of this collective behavior exists for linear motion of the flock. Yet observing actual birds, the center of mass of the group often turns giving rise to more complicated dynamics, still keeping strong polarization of the flock. Here we propose novel dynamical equations for the collective motion of polarized animal groups that account for correlated turning including solely social forces. We exploit rotational symmetries and conservation laws of the problem to formulate a theory in terms of generalized coordinates of motion for the velocity directions akin to a Hamiltonian formulation for rotations. We explicitly derive the correspondence between this formulation and the dynamics of the individual velocities, thus obtaining a new model of collective motion. In the appropriate overdamped limit we recover the well-known Vicsek model, which dissipates rotational information and does not allow for polarized turns. Although the new model has its most vivid success in describing turning groups, its dynamics is intrinsically different from previous ones in a wide dynamical regime, while reducing to the hydrodynamic description of Toner and Tu at very large length-scales. The derived framework is therefore general and it may describe the collective motion of any strongly polarized active matter system.
Similar content being viewed by others
References
Camazine, S., Deneubourg, J.-L., Franks, N.R., Sneyd, J., Theraulaz, G., Bonabeau, E.: Self-Organization in Biological Systems. Princeton University Press, Princeton (2001)
Couzin, I.D.: Self-organization and collective behavior in vertebrates. J. Adv. Study Behav. 32, 1–75 (2003)
Giardina, I.: Collective behavior in animal groups: theoretical models and empirical studies. HFSP J. 2, 205–219 (2008)
Sumpter, D.J.T.: Collective Animal Behavior. Princeton University Press, Princeton (2010)
Cavagna, A., Giardina, I.: Bird Flocks as Condensed Matter. Ann. Rev. Cond. Matt. Phys. (2014). doi:10.1146/annurev-conmatphys-031113-133834
Aoki, I.: A simulation study on the schooling mechanism in fish. Bull. Jpn. Soc. Sci. Fish. 48, 1081–1088 (1982)
Reynolds, C.W.: Flocks, herds, and schools: a distributed behavioral model. Comput. Gr. 21, 25–33 (1987)
Huth, A., Wissel, C.: The simulation of the movement of fish schools. J. Theor. Biol. 156, 365–385 (1992)
Couzin, I.D., Krause, J., James, R., Ruxton, G.D., Franks, N.R.: Collective memory and spatial sorting in animal groups. J. Theor. Biol. 218, 1–11 (2002)
Hildenbrandt, H., Carere, C., Hemelrijk, C.: Self-organized aerial displays of thousands of starlings: a model. Behav. Ecol. 21, 1349–1359 (2010)
Vicsek, T., Czirók, A., Ben-Jacob, E., Cohen, I., Shochet, O.: Novel type of phase transition in a system of self-driven particles Phys. Rev. Lett. 75, 1226–1229 (1995)
Toner, J., Tu, Y.: Long-range order in a two-dimensional dynamical XY model: how birds fly together Phys. Rev. Lett. 75, 4326–4329 (1995)
Grégoire, G., Chaté, H., Tu, Y.: Moving and staying together without a leader. Physica D 181, 157–170 (2003)
Grégoire, G., Chaté, H.: Onset of collective and cohesive motion. Phys. Rev. Lett. 92, 025702 (2004)
D’Orsogna, M.R., Chuang, Y.L., Bertozzi, A.L., Chayes, L.S.: Self-propelled particles with soft-core interactions: patterns, stability, and collapse. Phys. Rev. Lett. 96, 104302 (2006)
Aldana, A., Dossetti, V., Huepe, C., Kenkre, V.M., Larralde, H.: Phase transitions in systems of self-propelled agents and related network models. Phys. Rev. Lett. 98, 095702 (2007)
Ginelli, F., Chaté, H.: Relevance of metric-free interactions in flocking phenomena. Phys. Rev. Lett. 105, 168103 (2010)
Justh, E.W., Krishnaprasad, P.S.: Equilibria and steering laws for planar formations. Syst. Controls Lett. 52, 25–38 (2004)
Tanner, H.G., Jadbabaie, A., Pappas, G.J.: Flocking in fixed and switching networks. IEEE Trans. Autom. Control 52, 863–868 (2007)
Toner, J., Tu, Y.: Flocks, herds, and schools: a quantitative theory of flocking. Phys. Rev. E 58, 4828–4858 (1998)
Vicsek, T., Zafeiris, A.: Collective motion. Phys. Rep. 517, 71–140 (2012)
Ramaswamy, S.: The mechanics and statistics of active matter. Ann. Rev. Cond. Matt. Phys. 1, 301 (2010)
Marchetti, M.C., Joanny, J.F., Ramaswamy, S., Liverpool, T.P., Prost, J., et al.: Hydrodynamics of soft active matter. Rev. Mod. Phys. 85, 1143 (2013)
Attanasi, A., Cavagna, A., Del Castello, L., Giardina, I., Jelic, A., Melillo, S., Parisi, L., Shen, E., Viale, M.: Information transfer and behavioural inertia in starling flocks. Nat. Phys. 10, 691–696 (2014)
Bialek, W., Cavagna, A., Giardina, I., Mora, T., Silvestri, E., Viale, M., Walczak, A.M.: Statistical mechanics for natural flocks of birds. Proc. Natl. Acad. Sci. USA 109, 4786–4791 (2012)
Cavagna, A., Cimarelli, A., Giardina, I., Parisi, G., Santagati, R., Stefanini, F., Viale, M.: Scale-free correlations in starling flocks. Proc. Natl. Acad. Sci. USA 107, 11865–11870 (2010)
Ballerini, M., Cabibbo, N., Candelier, R., Cavagna, A., Cisbani, E., Giardina, I., Lecomte, V., Orlandi, A., Parisi, G., Procaccini, A., et al.: Interaction ruling animal collective behavior depends on topological rather than metric distance: evidence from a field study. Proc. Natl. Acad. Sci. USA 105, 1232–1237 (2008)
Tu, Y., Toner, J., Ulm, M.: Sound waves and the absence of galilean invariance in flocks. Phys. Rev. Lett. 80, 4819 (1998)
Goldstein, H.: Classical Mechanics. Addison-Wesley Publishing Company, Reading (1980)
Fetter, A.L., Walecka, J.D.: Theoretical Mechanics of Particles and Continua. Courier Dover Publications, New York (2012)
Pomeroy, H., Heppner, F.: Structure of turning in airborne rock dove (Columba livia) flocks. Auk 109, 256–267 (1992)
Cavagna, A., Duarte Queirós, S.M., Giardina, I., Stefanini, F.,Viale, M.: Diffusion of individual birds in starling flocks. Proc. R. Soc. B 280, 20122484 (2013)
Matsubara, T., Matsuda, H.: A lattice model of Liquid Helium, I. Prog. Theor. Phys. 16, 569–582 (1956)
Halperin, B.I., Hohenberg, P.C.: Hydrodynamic theory of spin waves. Phys. Rev. 188, 898–918 (1969)
Lane, C.T., Fairbank, H.A., Fairbank, W.M.: Second sound in Liquid Helium II. Phys. Rev. 71, 600–605 (1947)
Hohenberg, P.C., Halperin, B.I.: Theory of dynamic critical phenomena. Rev. Mod. Phys. 49, 435–479 (1977)
Sonin, E.B.: Spin currents and spin superfluidity. Adv. Phys. 59, 181–255 (2010)
Justh, E.W., Krishnaprasad, P.S.: Equilibria and steering laws for planar formations. Syst. Controls Lett. 52, 25–38 (2004)
Szabo, P., Nagy, M., Vicsek, T.: Transitions in a self-propelled-particles model with coupling of accelerations. Phys. Rev. E 79, 021908 (2009)
Hemelrijk, C.K., Hildenbrandt, H.: Some causes of the variable shape of flocks of birds. PLoS ONE 6, e22479 (2011)
Gautrais, J., Ginelli, F., Fournier, R., Blanco, S., Soria, M., Chateé, H., Theraulaz, G.: Deciphering interactions in moving animal groups. Plos Comp. Biol. 8, e1002678 (2012)
Sumino, Y., Nagai, K.H., Shitaka, Y., Tanaka, D., Yoshikawa, K., Chaté, H., Oiwa, K.: Large-scale vortex lattice emerging from collectively moving microtubules. Nature 483, 448–452 (2012)
Zwanzig, R.: Nonequilibrium Statistical Mechanics. Oxford University Press, Oxford (2001)
Gardiner, C.W.: Handbook of Stochastic Methods, vol. 3. Springer, Berlin (1985)
Goldstone, J.: Field theories with Superconductor solutions. Il Nuovo Cimento 19, 154–164 (1961)
Ramaswamy, S., Simha, R.A.: Hydrodynamics fluctuations and instabilities in ordered suspensions of self- propelled particles. Phys. Rev. Lett. 89, 058101 (2002)
Bertin, E., Droz, M., Gregoire, G.: Boltzmann and hydrodynamic description for self-propelled particles. Phys. Rev. E 74, 022101 (2006)
Ihle, T.: Kinetic theory of flocking: derivation of hydrodynamic equations. Phys. Rev. E 83, 030901 (2011)
Bialek, W., Cavagna, A., Giardina, I., Mora, T., Pohl, O., Silvestri, E., Viale, M., Walczak, A.M.: Social interactions dominate speed control in poising natural flocks near criticality. Proc. Natl. Acad. Sci. USA 111, 7212–7217 (2014)
Cavagna, A., Giardina, I., Ginelli, I., Mora, T., Piovani, D., Tavarone, R., Walczak, A.: M. Dynamical maximum entropy approach to flocking. Phys. Rev. E 89, 042707 (2014)
Acknowledgments
We thank William Bialek, Serena Bradde, Paul Chaikin and Dov Levine for discussions. Work in Rome was supported by Grants IIT–Seed Artswarm, ERC–StG n.257126 and US-AFOSR - FA95501010250 (through the University of Maryland). Work in Paris was supported by Grant ERC–StG n. 306312.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Cavagna, A., Del Castello, L., Giardina, I. et al. Flocking and Turning: a New Model for Self-organized Collective Motion. J Stat Phys 158, 601–627 (2015). https://doi.org/10.1007/s10955-014-1119-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10955-014-1119-3