skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Spectral method for a kinetic swarming model

Journal Article · · Journal of Computational Physics
 [1];  [2]; ORCiD logo [3]
  1. Univ. of Texas at Austin, Austin, TX (United States)
  2. Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
  3. Arizona State Univ., Tempe, AZ (United States)

Here we present the first numerical method for a kinetic description of the Vicsek swarming model. The kinetic model poses a unique challenge, as there is a distribution dependent collision invariant to satisfy when computing the interaction term. We use a spectral representation linked with a discrete constrained optimization to compute these interactions. To test the numerical scheme we investigate the kinetic model at different scales and compare the solution with the microscopic and macroscopic descriptions of the Vicsek model. Lastly, we observe that the kinetic model captures key features such as vortex formation and traveling waves.

Research Organization:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC52-06NA25396; 11-07444; 11-07465
OSTI ID:
1254839
Report Number(s):
LA-UR-15-20570; PII: S0021999115002892
Journal Information:
Journal of Computational Physics, Vol. 297, Issue C; ISSN 0021-9991
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 11 works
Citation information provided by
Web of Science

References (32)

A Nonlocal Continuum Model for Biological Aggregation journal July 2006
A Well-Posedness Theory in Measures for some Kinetic Models of Collective Motion journal March 2011
Numerical Simulations of a Nonconservative Hyperbolic System with Geometric Constraints Describing Swarming Behavior journal July 2011
Numerical Solution of the Boltzmann Equation I: Spectrally Accurate Approximation of the Collision Operator journal January 2000
Numerical methods for kinetic equations journal May 2014
Fast deterministic method of solving the Boltzmann equation for hard spheres journal September 1999
Flocks, herds, and schools: A quantitative theory of flocking journal October 1998
Spectral-Lagrangian methods for collisional models of non-equilibrium statistical states journal April 2009
A conservative spectral method for the Boltzmann equation with anisotropic scattering and the grazing collisions limit journal August 2014
Diffusion in a Continuum Model of Self-Propelled Particles with Alignment Interaction journal September 2010
Collective Memory and Spatial Sorting in Animal Groups journal September 2002
Study of rarefied shear flow by the discrete velocity method journal July 1964
A simulation study on the schooling mechanism in fish. journal January 1982
Interaction ruling animal collective behavior depends on topological rather than metric distance: Evidence from a field study journal January 2008
Shock and Boundary Structure Formation by Spectral-Lagrangian Methods for the Inhomogeneous Boltzmann Transport Equation journal June 2010
State transitions and the continuum limit for a 2D interacting, self-propelled particle system journal August 2007
Self-Organized Fish Schools: An Examination of Emergent Properties journal June 2002
Analysis of spectral methods for the homogeneous Boltzmann equation journal April 2011
Flocks, herds and schools: A distributed behavioral model journal August 1987
Continuum Limit of Self-Driven Particles with Orientation Interaction journal August 2008
Asymptotic Fixed-Speed Reduced Dynamics for Kinetic Equations in Swarming journal September 2013
A discrete-velocity scheme for the Boltzmann operator of rarefied gas dynamics journal January 1996
A Fourier spectral method for homogeneous boltzmann equations journal April 1996
A non-local model for a swarm journal June 1999
From particle to kinetic and hydrodynamic descriptions of flocking journal August 2008
Numerical study of discrete‐velocity gases journal December 1990
Fast Spectral Methods for the Fokker–Planck–Landau Collision Operator journal November 2000
A Numerical Method for the Accurate Solution of the Fokker–Planck–Landau Equation in the Nonhomogeneous Case journal June 2002
Monte Carlo solution of the Boltzmann equation via a discrete velocity model journal February 2011
A direct method for solving the Boltzmann equation journal January 1994
Mean-field limit for the stochastic Vicsek model journal March 2012
Hydrodynamic models of self-organized dynamics: Derivation and existence theory journal January 2013

Cited By (3)

Global Weak Solutions for Kolmogorov–Vicsek Type Equations with Orientational Interactions journal April 2016
Kinetic Models for Topological Nearest-Neighbor Interactions journal October 2017
Vehicular traffic, crowds, and swarms: From kinetic theory and multiscale methods to applications and research perspectives journal September 2019