Skip to main content

2018 | OriginalPaper | Buchkapitel

Structure Preserving Schemes for Mean-Field Equations of Collective Behavior

verfasst von : Lorenzo Pareschi, Mattia Zanella

Erschienen in: Theory, Numerics and Applications of Hyperbolic Problems II

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper, we consider the development of numerical schemes for mean-field equations describing the collective behavior of a large group of interacting agents. The schemes are based on a generalization of the classical Chang–Cooper approach and are capable to preserve the main structural properties of the systems, namely nonnegativity of the solution, physical conservation laws, entropy dissipation, and stationary solutions. In particular, the methods here derived are second order accurate in transient regimes, whereas they can reach arbitrary accuracy asymptotically for large times. Several examples are reported to show the generality of the approach.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat G. Albi, L. Pareschi, G. Toscani, M. Zanella, Recent advances in opinion modeling: control and social influence, in Active Particles, Volume 1. Modeling and Simulation in Science, Engineering and Technology, ed. by N. Bellomo, P. Degond, E. Tadmor (Birkhäuser, cham, 2017)CrossRef G. Albi, L. Pareschi, G. Toscani, M. Zanella, Recent advances in opinion modeling: control and social influence, in Active Particles, Volume 1. Modeling and Simulation in Science, Engineering and Technology, ed. by N. Bellomo, P. Degond, E. Tadmor (Birkhäuser, cham, 2017)CrossRef
2.
Zurück zum Zitat G. Albi, L. Pareschi, M. Zanella, Opinion dynamics over complex networks: kinetic modeling and numerical methods. Kinet. Relat. Models 10(1), 1–32 (2017)MathSciNetCrossRef G. Albi, L. Pareschi, M. Zanella, Opinion dynamics over complex networks: kinetic modeling and numerical methods. Kinet. Relat. Models 10(1), 1–32 (2017)MathSciNetCrossRef
3.
Zurück zum Zitat A.B.T. Barbaro, P. Degond, Phase transition and diffusion among socially interacting self-propelled agents. Discret. Contin. Dyn. Syst. - Ser. B 19, 1249–1278 (2014)MathSciNetCrossRef A.B.T. Barbaro, P. Degond, Phase transition and diffusion among socially interacting self-propelled agents. Discret. Contin. Dyn. Syst. - Ser. B 19, 1249–1278 (2014)MathSciNetCrossRef
4.
Zurück zum Zitat F. Bolley, J.A. Carrillo, Stochastic mean-field limit: non-Lipschitz forces and swarming. Math. Models Methods Appl. Sci. 21(11), 2179 (2011)MathSciNetCrossRef F. Bolley, J.A. Carrillo, Stochastic mean-field limit: non-Lipschitz forces and swarming. Math. Models Methods Appl. Sci. 21(11), 2179 (2011)MathSciNetCrossRef
5.
Zurück zum Zitat N. Bellomo, G. Ajmone Marsan, A. Tosin, Complex Systems and Society. Modeling and Simulation, Springer Briefs in Mathematics (Springer, Berlin, 2013)MATH N. Bellomo, G. Ajmone Marsan, A. Tosin, Complex Systems and Society. Modeling and Simulation, Springer Briefs in Mathematics (Springer, Berlin, 2013)MATH
6.
Zurück zum Zitat C. Buet, S. Dellacherie, On the Chang and Cooper numerical scheme applied to a linear Fokker-Planck equation. Commun. Math. Sci. 8(4), 1079–1090 (2010)MathSciNetCrossRef C. Buet, S. Dellacherie, On the Chang and Cooper numerical scheme applied to a linear Fokker-Planck equation. Commun. Math. Sci. 8(4), 1079–1090 (2010)MathSciNetCrossRef
7.
Zurück zum Zitat C. Buet, S. Cordier, V. Dos Santos, A conservative and entropy scheme for a simplified model of granular media. Transp. Theory Stat. Phys. 33(2), 125–155 (2004)MathSciNetCrossRef C. Buet, S. Cordier, V. Dos Santos, A conservative and entropy scheme for a simplified model of granular media. Transp. Theory Stat. Phys. 33(2), 125–155 (2004)MathSciNetCrossRef
8.
Zurück zum Zitat J.A. Carrillo, M. Fornasier, J. Rosado, G. Toscani, Asymptotic flocking dynamics for the kinetic Cucker-Smale model. SIAM J. Math. Anal. 42(1), 218–236 (2010)MathSciNetCrossRef J.A. Carrillo, M. Fornasier, J. Rosado, G. Toscani, Asymptotic flocking dynamics for the kinetic Cucker-Smale model. SIAM J. Math. Anal. 42(1), 218–236 (2010)MathSciNetCrossRef
9.
Zurück zum Zitat J.A. Carrillo, M. Fornasier, G. Toscani, F. Vecil, in Mathematical Modeling of Collective Behavior in Socio-Economic and Life Sciences. Particle, Kinetic and Hydrodynamic Models of Swarming (Birkhuser, Boston, 2010), pp. 297–336CrossRef J.A. Carrillo, M. Fornasier, G. Toscani, F. Vecil, in Mathematical Modeling of Collective Behavior in Socio-Economic and Life Sciences. Particle, Kinetic and Hydrodynamic Models of Swarming (Birkhuser, Boston, 2010), pp. 297–336CrossRef
10.
Zurück zum Zitat J.A. Carrillo, A. Chertock, Y. Huang, A finite-volume method for nonlinear nonlocal equations with a gradient flow structure. Commun. Comput. Phys. 17, 233–258 (2015)MathSciNetCrossRef J.A. Carrillo, A. Chertock, Y. Huang, A finite-volume method for nonlinear nonlocal equations with a gradient flow structure. Commun. Comput. Phys. 17, 233–258 (2015)MathSciNetCrossRef
11.
Zurück zum Zitat J.S. Chang, G. Cooper, A practical difference scheme for Fokker-Planck equations. J. Comput. Phys. 6(1), 1–16 (1970)CrossRef J.S. Chang, G. Cooper, A practical difference scheme for Fokker-Planck equations. J. Comput. Phys. 6(1), 1–16 (1970)CrossRef
12.
Zurück zum Zitat S. Cordier, L. Pareschi, G. Toscani, On a kinetic model for a simple market economy. J. Stat. Phys. 120(1–2), 253–277 (2005)MathSciNetCrossRef S. Cordier, L. Pareschi, G. Toscani, On a kinetic model for a simple market economy. J. Stat. Phys. 120(1–2), 253–277 (2005)MathSciNetCrossRef
13.
14.
Zurück zum Zitat M.R. D’Orsogna, Y.L. Chuang, A.L. Bertozzi, L. Chayes, Self-propelled particles with soft-core interactions: patterns, stability and collapse. Phys. Rev. Lett. 96, 104302 (2006)CrossRef M.R. D’Orsogna, Y.L. Chuang, A.L. Bertozzi, L. Chayes, Self-propelled particles with soft-core interactions: patterns, stability and collapse. Phys. Rev. Lett. 96, 104302 (2006)CrossRef
15.
Zurück zum Zitat G. Furioli, A. Pulvirenti, E. Terraneo, G. Toscani, Fokker-Planck equations in the modelling of socio-economic phenomena. Math. Models Methods Appl. Sci. 27(1), 115–158 (2017)MathSciNetCrossRef G. Furioli, A. Pulvirenti, E. Terraneo, G. Toscani, Fokker-Planck equations in the modelling of socio-economic phenomena. Math. Models Methods Appl. Sci. 27(1), 115–158 (2017)MathSciNetCrossRef
16.
Zurück zum Zitat L. Gosse, Computing qualitatively correct approximations of Balance Laws. Exponential-Fit, Well-Balanced and Asymptotic-Preserving, SEMA SIMAI Springer Series (Springer, Berlin, 2013)CrossRef L. Gosse, Computing qualitatively correct approximations of Balance Laws. Exponential-Fit, Well-Balanced and Asymptotic-Preserving, SEMA SIMAI Springer Series (Springer, Berlin, 2013)CrossRef
17.
Zurück zum Zitat S. Gottlieb, C.W. Shu, E. Tadmor, Strong stability-preserving high-order time discretization methods. SIAM Rev. 43(1), 89–112 (2001)MathSciNetCrossRef S. Gottlieb, C.W. Shu, E. Tadmor, Strong stability-preserving high-order time discretization methods. SIAM Rev. 43(1), 89–112 (2001)MathSciNetCrossRef
18.
Zurück zum Zitat E. Hairer, S.P. Norsett, G. Wanner, Solving Ordinary Differential Equation I: Nonstiff Problems, vol. 8, Springer Series in Comput. Mathematics (Springer, Berlin, 1987). Second revised edition 1993 E. Hairer, S.P. Norsett, G. Wanner, Solving Ordinary Differential Equation I: Nonstiff Problems, vol. 8, Springer Series in Comput. Mathematics (Springer, Berlin, 1987). Second revised edition 1993
19.
Zurück zum Zitat E.W. Larsen, C.D. Levermore, G.C. Pomraning, J.G. Sanderson, Discretization methods for one-dimensional Fokker-Planck operators. J. Comput. Phys. 61(3), 359–390 (1985)MathSciNetCrossRef E.W. Larsen, C.D. Levermore, G.C. Pomraning, J.G. Sanderson, Discretization methods for one-dimensional Fokker-Planck operators. J. Comput. Phys. 61(3), 359–390 (1985)MathSciNetCrossRef
20.
Zurück zum Zitat L. Pareschi, G. Toscani, Interacting Multiagent Systems: Kinetic Equations and Monte Carlo Methods (Oxford University Press, Oxford, 2013)MATH L. Pareschi, G. Toscani, Interacting Multiagent Systems: Kinetic Equations and Monte Carlo Methods (Oxford University Press, Oxford, 2013)MATH
21.
Zurück zum Zitat L. Pareschi, G. Toscani, Wealth distribution and collective knowledge: a Boltzmann approach. Philos. Trans. R. Soc. Lond. Ser. A. Math. Phys. Eng. Sci. 372(2028), 20130396 (2014)MathSciNetCrossRef L. Pareschi, G. Toscani, Wealth distribution and collective knowledge: a Boltzmann approach. Philos. Trans. R. Soc. Lond. Ser. A. Math. Phys. Eng. Sci. 372(2028), 20130396 (2014)MathSciNetCrossRef
22.
Zurück zum Zitat L. Pareschi, M. Zanella, Structure preserving schemes for nonlinear Fokker-Planck equations and applications. J. Sci. Comput. 74(3), 1575–1600 (2018)MathSciNetCrossRef L. Pareschi, M. Zanella, Structure preserving schemes for nonlinear Fokker-Planck equations and applications. J. Sci. Comput. 74(3), 1575–1600 (2018)MathSciNetCrossRef
Metadaten
Titel
Structure Preserving Schemes for Mean-Field Equations of Collective Behavior
verfasst von
Lorenzo Pareschi
Mattia Zanella
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-91548-7_31

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.