Anisotropic interactions in a first-order aggregation model

We extend a well studied ODE model for collective behaviour by considering anisotropic interactions among individuals. Anisotropy is modelled by limited sensorial perception of individuals, that depends on their current direction of motion. Consequently, the first-order model becomes implicit, and new analytical issues, such as non-uniqueness and jump discontinuities in velocities, are raised. We study the well-posedness of the anisotropic model and discuss its modes of breakdown. To extend solutions beyond breakdown we propose a relaxation system containing a small parameter e, which can be interpreted as a small amount of inertia or response time. We show that the limit e → 0 can be used as a jump criterion to select the physically correct velocities. In smooth regimes, the convergence of the relaxation system as e → 0 is guaranteed by a theorem due to Tikhonov. We illustrate the results with numerical simulations in two dimensions.

[1]  P. Hartman Ordinary Differential Equations , 1965 .

[2]  R. Fetecau,et al.  Equilibria of biological aggregations with nonlocal repulsive-attractive interactions , 2011, 1109.2864.

[3]  A. Bertozzi,et al.  A Nonlocal Continuum Model for Biological Aggregation , 2005, Bulletin of mathematical biology.

[4]  Lennart Gulikers,et al.  The effect of perception anisotropy on particle systems describing pedestrian flows in corridors , 2012, 1210.4530.

[5]  Darryl D. Holm,et al.  Formation of clumps and patches in self-aggregation of finite-size particles , 2005, nlin/0506020.

[6]  Andrea L. Bertozzi,et al.  Self-Similar Blowup Solutions to an Aggregation Equation in Rn , 2010, SIAM J. Appl. Math..

[7]  Lorenzo Pareschi,et al.  Binary Interaction Algorithms for the Simulation of Flocking and Swarming Dynamics , 2012, Multiscale Model. Simul..

[8]  J. Carrillo,et al.  Global-in-time weak measure solutions and finite-time aggregation for nonlocal interaction equations , 2011 .

[9]  Walter Kaiser,et al.  Visual field size, binocular domain and the ommatidial array of the compound eyes in worker honey bees , 1981, Journal of comparative physiology.

[10]  Guy Theraulaz,et al.  Self-Organization in Biological Systems , 2001, Princeton studies in complexity.

[11]  G. Raoul,et al.  STABLE STATIONARY STATES OF NON-LOCAL INTERACTION EQUATIONS , 2010 .

[12]  Andrea L. Bertozzi,et al.  Blow-up in multidimensional aggregation equations with mildly singular interaction kernels , 2009 .

[13]  G. Toscani,et al.  Long-Time Asymptotics of Kinetic Models of Granular Flows , 2004 .

[14]  Iain D. Couzin,et al.  Self‐Organization in Biological Systems.Princeton Studies in Complexity. ByScott Camazine,, Jean‐Louis Deneubourg,, Nigel R Franks,, James Sneyd,, Guy Theraulaz, and, Eric Bonabeau; original line drawings by, William Ristineand, Mary Ellen Didion; StarLogo programming by, William Thies. Princeton (N , 2002 .

[15]  Michael G. Crandall,et al.  GENERATION OF SEMI-GROUPS OF NONLINEAR TRANSFORMATIONS ON GENERAL BANACH SPACES, , 1971 .

[16]  Andrea L. Bertozzi,et al.  Finite-Time Blow-up of Solutions of an Aggregation Equation in Rn , 2007 .

[17]  M. Bodnar,et al.  An integro-differential equation arising as a limit of individual cell-based models , 2006 .

[18]  Andrew J. Bernoff,et al.  Asymptotic Dynamics of Attractive-Repulsive Swarms , 2008, SIAM J. Appl. Dyn. Syst..

[19]  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.

[20]  Qiang Du,et al.  Existence of Weak Solutions to Some Vortex Density Models , 2003, SIAM J. Math. Anal..

[21]  Martin Burger,et al.  Large time behavior of nonlocal aggregation models with nonlinear diffusion , 2008, Networks Heterog. Media.

[22]  A. Mogilner,et al.  A non-local model for a swarm , 1999 .

[23]  C. Hemelrijk,et al.  Simulations of the social organization of large schools of fish whose perception is obstructed , 2012 .

[24]  L. Edelstein-Keshet,et al.  Complexity, pattern, and evolutionary trade-offs in animal aggregation. , 1999, Science.

[25]  David Uminsky,et al.  On Soccer Balls and Linearized Inverse Statistical Mechanics , 2012, J. Nonlinear Sci..

[26]  J. A. Carrillo,et al.  The derivation of swarming models: Mean-field limit and Wasserstein distances , 2013, 1304.5776.

[27]  J. M. Haile,et al.  Molecular dynamics simulation : elementary methods / J.M. Haile , 1992 .

[28]  Massimo Fornasier,et al.  Particle, kinetic, and hydrodynamic models of swarming , 2010 .

[29]  J. Carrillo,et al.  Dimensionality of Local Minimizers of the Interaction Energy , 2012, 1210.6795.

[30]  T. Sideris Ordinary Differential Equations and Dynamical Systems , 2013 .

[31]  A. Bertozzi,et al.  State Transitions and the Continuum Limit for a 2D Interacting, Self-Propelled Particle System , 2006, nlin/0606031.

[32]  T. Kolokolnikov,et al.  PREDICTING PATTERN FORMATION IN PARTICLE INTERACTIONS , 2012 .

[33]  A. B. Vasil’eva ASYMPTOTIC BEHAVIOUR OF SOLUTIONS TO CERTAIN PROBLEMS INVOLVING NON-LINEAR DIFFERENTIAL EQUATIONS CONTAINING A?SMALL PARAMETER MULTIPLYING THE HIGHEST DERIVATIVES , 1963 .

[34]  Marek Bodnar,et al.  Derivation of macroscopic equations for individual cell‐based models: a formal approach , 2005 .

[35]  Guy Theraulaz,et al.  The formation of spatial patterns in social insects: from simple behaviours to complex structures , 2003, Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[36]  Aleksej F. Filippov,et al.  Differential Equations with Discontinuous Righthand Sides , 1988, Mathematics and Its Applications.

[37]  Amic Frouvelle,et al.  A continuum model for alignment of self-propelled particles with anisotropy and density-dependent parameters , 2009, 0912.0594.

[38]  Razvan C. Fetecau,et al.  Swarm dynamics and equilibria for a nonlocal aggregation model , 2011 .

[39]  C. Villani,et al.  Contractions in the 2-Wasserstein Length Space and Thermalization of Granular Media , 2006 .

[40]  T. Laurent,et al.  Lp theory for the multidimensional aggregation equation , 2011 .

[41]  A. Bertozzi,et al.  A theory of complex patterns arising from 2 D particle interactions , 2010 .

[42]  A. Bertozzi,et al.  Stability of ring patterns arising from two-dimensional particle interactions. , 2011, Physical review. E, Statistical, nonlinear, and soft matter physics.