Discrete-to-continuum limits of optimal transport with linear growth on periodic graphs (2311.17284v1)
Abstract: We prove discrete-to-continuum convergence for dynamical optimal transport on $\mathbb{Z}d$-periodic graphs with energy density having linear growth at infinity. This result provides an answer to a problem left open by Gladbach, Kopfer, Maas, and Portinale (Calc Var Partial Differential Equations 62(5), 2023), where the convergence behaviour of discrete boundary-value dynamical transport problems is proved under the stronger assumption of superlinear growth. Our result extends the known literature to some important classes of examples, such as scaling limits of 1-Wasserstein transport problems. Similarly to what happens in the quadratic case, the geometry of the graph plays a crucial role in the structure of the limit cost function, as we discuss in the final part of this work, which includes some visual representations.
- Functions of bounded variation and free discontinuity problems. Oxford Mathematical Monographs. The Clarendon Press, Oxford University Press, New York, 2000.
- M. Amar and E. Vitali. Homogenization of periodic Finsler metrics. J. Convex Anal., 5(1), 171–186, 1998.
- A rewriting system for convex optimization problems. Journal of Control and Decision, 5(1), 42–60, 2018.
- Topological equivalence of some variational problems involving distances. Discrete and Continuous Dynamical Systems, 7(2), 247–258, 2001.
- J.-D. Benamou and Y. Brenier. A computational fluid mechanics solution to the Monge–Kantorovich mass transfer problem. Numer. Math., 84(3), 375–393, 2000.
- Fokker-Planck equations for a free energy functional or Markov process on a graph. Arch. Ration. Mech. Anal., 203(3), 969–1008, 2012.
- S. Diamond and S. Boyd. CVXPY: A Python-embedded modeling language for convex optimization. Journal of Machine Learning Research, 17(83), 1–5, 2016.
- K. Disser and M. Liero. On gradient structures for Markov chains and the passage to Wasserstein gradient flows. Netw. Heterog. Media, 10(2), 233–253, 2015.
- Ricci curvature bounds for weakly interacting Markov chains. Electron. J. Probab., 22, Paper No. 40, 23, 2017.
- Graph-to-local limit for the nonlocal interaction equation. arXiv preprint arXiv:2306.03475, 2023.
- Discrete Ricci curvature bounds for Bernoulli-Laplace and random transposition models. Ann. Fac. Sci. Toulouse Math. (6), 24(4), 781–800, 2015.
- Nonlocal-interaction equation on graphs: gradient flow structure and continuum limit. Arch. Ration. Mech. Anal., 240(2), 699–760, 2021.
- On a class of nonlocal continuity equations on graphs. European Journal of Applied Mathematics, pages 1–18, 2023.
- M. Erbar and M. Fathi. Poincaré, modified logarithmic Sobolev and isoperimetric inequalities for Markov chains with non-negative Ricci curvature. J. Funct. Anal., 274(11), 3056–3089, 2018.
- M. Erbar and J. Maas. Ricci curvature of finite Markov chains via convexity of the entropy. Arch. Ration. Mech. Anal., 206(3), 997–1038, 2012.
- M. Erbar and J. Maas. Gradient flow structures for discrete porous medium equations. Discrete Contin. Dyn. Syst., 34(4), 1355–1374, 2014.
- A. Esposito and L. Mikolás. On evolution pdes on co-evolving graphs. arXiv preprint arXiv:2310.10350, 2023.
- M. Fathi and J. Maas. Entropic Ricci curvature bounds for discrete interacting systems. Ann. Appl. Probab., 26(3), 1774–1806, 2016.
- Evolutionary ΓΓ\Gammaroman_Γ-convergence of entropic gradient flow structures for Fokker-Planck equations in multiple dimensions. SIAM J. Math. Anal., 54(4), 4297–4333, 2022.
- N. García Trillos. Gromov-Hausdorff limit of Wasserstein spaces on point clouds. Calc. Var. Partial Differential Equations, 59(2), Paper No. 73, 43, 2020.
- N. Gigli and J. Maas. Gromov-Hausdorff convergence of discrete transportation metrics. SIAM J. Math. Anal., 45(2), 879–899, 2013.
- Homogenisation of one-dimensional discrete optimal transport. J. Math. Pures Appl. (9), 139, 204–234, 2020.
- Homogenisation of dynamical optimal transport on periodic graphs. Calc. Var. Partial Differential Equations, 62(5), Paper No. 143, 75, 2023.
- Scaling limits of discrete optimal transport. SIAM J. Math. Anal., 52(3), 2759–2802, 2020.
- Stochastic homogenisation of transport problems on stationary graphs. In preparation, 2023+.
- A. Hraivoronska and O. Tse. Diffusive limit of random walks on tessellations via generalized gradient flows. SIAM J. Math. Anal., 55(4), 2948–2995, 2023.
- Variational convergence of the scharfetter-gummel scheme to the aggregation-diffusion equation and vanishing diffusion limit. arXiv preprint arXiv:2306.02226, 2023.
- J. D. Hunter. Matplotlib: A 2d graphics environment. Computing in Science & Engineering, 9(3), 90–95, 2007.
- The variational formulation of the Fokker–Planck equation. SIAM J. Math. Anal., 29(1), 1–17, 1998.
- J. Lott and C. Villani. Weak curvature conditions and functional inequalities. Journal of Functional Analysis, 245(1), 311–333, 2007.
- J. Lott and C. Villani. Ricci curvature for metric-measure spaces via optimal transport. Ann. of Math. (2), 169(3), 903–991, 2009.
- J. Maas. Gradient flows of the entropy for finite Markov chains. J. Funct. Anal., 261(8), 2250–2292, 2011.
- A. Mielke. A gradient structure for reaction-diffusion systems and for energy-drift-diffusion systems. Nonlinearity, 24(4), 1329–1346, 2011.
- A. Mielke. Geodesic convexity of the relative entropy in reversible Markov chains. Calc. Var. Partial Differential Equations, 48(1-2), 1–31, 2013.
- F. Otto and C. Villani. Generalization of an inequality by Talagrand and links with the logarithmic Sobolev inequality. Journal of Functional Analysis, 173(2), 361–400, 2000.
- K.-T. Sturm. On the geometry of metric measure spaces. I. Acta Math., 196(1), 65–131, 2006.
- K.-T. Sturm. On the geometry of metric measure spaces. II. Acta Math., 196(1), 133–177, 2006.