Abstract
In this article, we propose and study several discrete versions of homogeneous and inhomogeneous one-dimensional Fokker–Planck equations. In particular, for these discretizations of velocity and space, we prove the exponential convergence to the equilibrium of the solutions, for time-continuous equations as well as for time-discrete equations. Our method uses new types of discrete Poincaré inequalities for a “two-direction” discretization of the derivative in velocity. For the inhomogeneous problem, we adapt hypocoercive methods to the discrete cases.
Similar content being viewed by others
Notes
i.e. involving the space variable x and the velocity variable v.
i.e. involving the variable v but not the variable x.
Note that, in these definitions, the range of indices of the image \(\mathsf {D}_vG\) is \(\mathbb Z^*\) and not \(\mathbb Z\), in order to keep into account the natural shift induced by the “two-direction” definition of \(\mathsf {D}_v\).
We emphasize the fact that there is no mistake in the denominator of \((\mathsf {D}^\sharp _vG)_0\).
Once again, there is no typo in the formula defining \((\mathsf {D}^\sharp _vH)_0\).
Note anyway that the explicit Euler scheme
$$\begin{aligned} f^{n+1} = f^n -{\delta \! t}( - \mathsf {D}^\sharp _v+{v^\sharp }) \mathsf {D}_vf^n , \end{aligned}$$is not well posed due to the fact that the discretized operator \(( - \mathsf {D}^\sharp _v+{v^\sharp }) \mathsf {D}_v\) is not bounded.
References
Bessemoulin-Chatard, M., Filbet, F.: A finite volume scheme for nonlinear degenerate parabolic equations. SIAM J. Sci. Comput. 34(5), B559–B583 (2012)
Bessemoulin-Chatard, M., Herda, M., Rey, T.: Hypocoercivity and diffusion limit of a finite volume scheme for linear kinetic equations. Math. Comput. (2019) (to appear)
Bouin, E., Dolbeault, J., Mischler, S., Mouhot, C., Schmeiser, C.: Hypocoercivity without confinement. Pure Appl Anal (2019) (in press)
Chang, J.S., Cooper, G.: A practical difference scheme for Fokker–Planck equation. J. Comput. Phys. 6, 1–19 (1970)
Desvillettes, L., Villani, C.: On the trend to global equilibrium in spatially inhomogeneous systems. Part I: the linear Fokker–Planck equation. Commun. Pure Appl. Math. 54(1), 1–42 (2001)
Dimassi, M., Sjöstrand, J.: Spectral Asymptotics in the Semi-classical Limit. London Mathematical Society Lecture Note Series, vol. 268. Cambridge University Press, Cambridge (1999)
Dolbeault, J., Mouhot, C., Schmeiser, C.: Hypocoercivity for linear kinetic equations conserving mass. Trans. Am. Math. soc. 367(6), 3807–3828 (2015)
Filbet, F., Herda, M.: A finite volume scheme for boundary-driven convection-diffusion equations with relative entropy structure. Numer. Math. 137(3), 535–577 (2017)
Foster, E.L., Lohéac, J., Tran, M.-B.: A structure preserving scheme for the Kolmogorov–Fokker–Planck equation. J. Comput. Phys. 330, 319–339 (2017)
Helffer, B., Nier, F.: Hypoelliptic Estimates and Spectral Theory for Fokker–Planck Operators and Witten Laplacians. Lecture Notes in Mathematics, vol. 1862. Springer, Berlin (2005)
Hérau, F.: Hypocoercivity and exponential time decay for the linear inhomogeneous relaxation Boltzmann equation. Asymptot. Anal. 46, 349–359 (2006)
Hérau, F.: Short and long time behavior of the Fokker–Planck equation in a confining potential and applications. J. Funct. Anal. 244(1), 95–118 (2007)
Hérau, F., Nier, F.: Isotropic hypoellipticity and trend to equilibrium for the Fokker–Planck equation with high degree potential. Arch. Ration. Mech. Anal. 171(2), 151–218 (2004). Announced in Actes colloque EDP Forges-les-eaux (2002)
Hérau, F.: Introduction to hypocoercive methods and applications for simple linear inhomogeneous kinetic models. Lect. Anal. Nonlinear Partial Differ. Equ. 5(MLM5), 119–147 (2017)
Hérau, F., Thomann, L.: On global existence and trend to the equilibrium for the Vlasov–Poisson–Fokker–Planck system with exterior confining potential. J. Funct. Anal. 271(5), 1301–1340 (2016)
Hörmander, L.: Hypoelliptic second order differential equations. Acta Math. 119, 147–171 (1967)
Kohn, J.J.: Pseudodifferential operators and hypoellipticity. In: Proceedings of Symposia in Pure Mathematics, vol. 23, pp. 61–69. AMS (1973)
Mouhot, C., Neumann, L.: Quantitative perturbative study of convergence to equilibrium for collisional kinetic models in the torus. Nonlinearity 19, 969–998 (2006)
Pareschi, L., Rey, T.: Residual equilibrium schemes for time dependent partial differential equations. Comput. Fluids 156, 329–342 (2017)
Porretta, A., Zuazua, E.: Numerical hypocoercivity for the Kolmogorov equation. Math. Comput. 86(303), 97–119 (2017)
Villani, C.: Hypocoercivity. Memoirs of the American Mathematical Society, vol. 202, no. 950 (2009). https://doi.org/10.1090/S0065-9266-09-00567-5
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Guillaume Dujardin is supported by the Inria project-team MEPHYSTO and the Labex CEMPI (ANR-11-LABX-0007-01). Frédéric Hérau is supported by the Grant “NOSEVOL” ANR-2011-BS01019-01 and the Labex Centre Henri Lebesgue (ANR-11-LABX-0020-01).
Appendix: Commutation identities
Appendix: Commutation identities
See Table 1.
Rights and permissions
About this article
Cite this article
Dujardin, G., Hérau, F. & Lafitte, P. Coercivity, hypocoercivity, exponential time decay and simulations for discrete Fokker–Planck equations. Numer. Math. 144, 615–697 (2020). https://doi.org/10.1007/s00211-019-01094-y
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00211-019-01094-y