Abstract
In this paper, we consider stochastic dynamical systems on the sphere and the associated Fokker–Planck equations. A semi-Lagrangian method combined with a Finite Volume discretization of the sphere is presented to solve the Fokker–Planck equation. The method is applied to a typical problem in fiber dynamics and textile production. The numerical results are compared to explicit solutions and Monte-Carlo solutions.
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Adcroft, A., Campin, J., Hill, C., Marshall, J.: Implementation of an atmosphere–ocean general circulation model on the expanded spherical cube. Mon. Wea. Rev. 132, 2845–2863 (2004)
Bonilla, L., Götz, T., Klar, A., Marheineke, N., Wegener, R.: Hydrodynamic limit of a Fokker–Planck equation describing fiber lay-down processes. SIAM J. Appl. Math. 68(3), 648–665 (2007)
Degond, P., Motsch, S.: Continuum limit of self-driven particles with orientation interaction. Math. Models Methods Appl. Sci. 18, 1193–1215 (2008)
Degond, P., Appert-Rolland, C., Moussaid, M., Pettre, J., Theraulaz, G.: A hierarchy of heuristic-based models of crowd dynamics. http://arxiv.org/abs/1304.1927
Dolbeault, J., Klar, A., Mouhot, C., Schmeiser, C.: Hypocoercivity and a Fokker–Planck equation for fiber lay-down. Appl. Math. Res. Exp. 2013(2), 165–175 (2013)
Douglas, J., Huang, C., Pereira, F.: The modified method of characteristics with adjusted advection. Numer. Math. 83, 353–369 (1999)
Douglas, J., Russell, T.F.: Numerical methods for convection dominated diffusion problems based on combining the method of characteristics with finite elements or finite differences. SIAM J. Numer. Anal. 19, 871–885 (1982)
Götz, T., Klar, A., Marheineke, N., Wegener, R.: A stochastic model and associated Fokker–Planck equation for the fiber lay-down process in nonwoven production processes. SIAM J. Appl. Math. 67(6), 1704–1717 (2007)
Grothaus, M., Klar, A.: Ergodicity and rate of convergence for a non-sectorial fiber lay-down process. SIAM J. Math. Anal. 40(3), 968–983 (2008)
Grothaus, M., Klar, A., Maringer, J., Stilgenbauer, P.: Geometry, mixing, properties and hypocoercivity of a degenerate diffusion arising in technical textile industry. http://arxiv.org/abs/1203.4502
Kageyama, A., Sato, T.: Yin-Yang grid : an overset grid in spherical geometry. Geochem. Geophys. Geosyst. 5, Q09005 (2004)
Klar, A., Reuterswärd, P., Seaïd, M.: A semi-Lagrangian method for a Fokker–Planck equation describing fiber dynamics. J. Sci. Comp. 38(3), 349–367 (2009)
Klar, A., Marheineke, N., Wegener, R.: Hierarchy of mathematical models for production processes of technical textiles. ZAMM 89(12), 941–961 (2009)
Klar, A., Maringer, J., Wegener, R.: A 3D model for fiber lay-down processes in non-woven production processes. Math. Models Methods Appl. Sci. 22, 9 (2012)
Kolb, M., Savov, M., Wuebker, A.: (Non)ergodicity of a degenerate diffusion modeling the fiber lay down process. SIAM J. Math. Anal. 45(1), 113 (2012)
Leveque, R.J.: Finite Volume Methods for Hyperbolic Problems. Cambridge University Press, Cambridge (2002)
Oeksendahl, B.: Stochastic Differential equations. Springer, Berlin (2005)
Sadourny, R., Arakawa, A., Mintz, Y.: Integration of the nondivergent barotropic vorticity equation with an icosahedral–hexagonal grid for the sphere. Mon. Wea. Rev. 96, 351–356 (1968)
Seaïd, M.: On the quasi-monotone modified method of characteristics for transport-diffusion problems with reactive sources. Comp. Methods Appl. Math. 2, 186–210 (2002)
Stroock, D.W.: On the growth of stochastic integrals. Z.Wahr. verw.Geb. 18, 340–344 (1971)
Vicsek, T., Czirok, 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)
Wachspress, E.: A Rational Finite Element Basis. Academic Press, New York (1975)
Zharovsky, E., Simeon, B.: A space-time adaptive approach to orientation dynamics in particle laden flow. Procedia Comput. Sci. 1, 791–799 (2010)
Zharovski, E., Moosaie, A., LeDuc, A., Manhart, M., Simeon, B.: On the numerical solution of a convection–diffusion equation for particle orientation dynamics on geodesic grids. Appl. Numer. Math. 62(10), 15541566 (2012)
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This work has been supported by Deutsche Forschungsgemeinschaft (DFG), KL 1105/18-1 and by Bundesministerium für Bildung und Forschung (BMBF), Verbundprojekt OPAL.
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Roth, A., Klar, A., Simeon, B. et al. A Semi-Lagrangian Method for 3-D Fokker Planck Equations for Stochastic Dynamical Systems on the Sphere. J Sci Comput 61, 513–532 (2014). https://doi.org/10.1007/s10915-014-9835-z
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DOI: https://doi.org/10.1007/s10915-014-9835-z