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We consider an optimal transport problem on the unit simplex whose solutions are given by gradients of exponentially concave functions and prove two main results. First, we show that the optimal transport is the large deviation limit of a…

概率论 · 数学 2020-07-07 Soumik Pal , Ting-Kam Leonard Wong

We provide a framework to approximate the 2-Wasserstein distance and the optimal transport map, amenable to efficient training as well as statistical and geometric analysis. With the quadratic cost and considering the Kantorovich dual form…

最优化与控制 · 数学 2019-02-20 Amirhossein Taghvaei , Amin Jalali

Recently a Dynamic-Monge-Kantorovich formulation of the PDE-based $L^1$-optimal transport problem was presented. The model considers a diffusion equation enforcing the balance of the transported masses with a time-varying conductivity that…

数值分析 · 数学 2020-05-11 Enrico Facca , Franco Cardin , Mario Putti

We introduce a convergent finite difference method for solving the optimal transportation problem on the sphere. The method applies to both the traditional squared geodesic cost (arising in mesh generation) and a logarithmic cost (arising…

数值分析 · 数学 2021-05-11 Brittany Froese Hamfeldt , Axel G. R. Turnquist

The paper considers the Euler system of PDE on a smooth compact Riemannian manifold of positive curvature without boundary, and the sphere ${\mathbb{S}}^2$ in particular. The paper interprets the Euler equations as a transport problem for…

偏微分方程分析 · 数学 2020-11-24 Gordon Blower

We introduce a new class of distances between nonnegative Radon measures in Euclidean spaces. They are modeled on the dynamical characterization of the Kantorovich-Rubinstein-Wasserstein distances proposed by Benamou-Brenier and provide a…

泛函分析 · 数学 2014-09-16 Jean Dolbeault , Bruno Nazaret , Giuseppe Savare

In this note, we revisit the problem of the pressure-driven transport of a meniscus through a narrow cylindrical capillary or pore. This generic process finds many applications in science and technology. As it is known that Direct Numerical…

流体动力学 · 物理学 2024-04-19 Mathis Fricke , Clara Bernklau , Elisabeth Diehl , Joël De Coninck , Stefan Ulbrich , Dieter Bothe

We study optimal transportation of measures on compact manifolds for costs defined from convex Lagrangians. We prove that optimal transportation can be interpolated by measured Lipschitz laminations, or geometric currents. The methods are…

动力系统 · 数学 2007-05-23 Patrick Bernard , Boris Buffoni

We develop a theory of optimal transport for stationary random measures with a focus on stationary point processes and construct a family of distances on the set of stationary random measures. These induce a natural notion of interpolation…

概率论 · 数学 2024-02-02 Matthias Erbar , Martin Huesmann , Jonas Jalowy , Bastian Müller

We prove the existence of weak solutions to a system of two diffusion equations that are coupled by a pointwise volume constraint. The time evolution is given by gradient dynamics for a free energy functional. Our primary example is a model…

偏微分方程分析 · 数学 2020-03-18 Clément Cancès , Daniel Matthes

In this paper we study continuum-marginal optimal transport. Given a time-continuous family of probability marginals, the problem is to recover the minimum-energy velocity field whose flow reproduces every marginal. This problem is the…

最优化与控制 · 数学 2026-04-28 Yumiharu Nakano

Understanding the complex patterns in space-time exhibited by active systems has been the subject of much interest in recent times. Complementing this forward problem is the inverse problem of controlling active matter. Here we use optimal…

软凝聚态物质 · 物理学 2022-10-12 Suraj Shankar , Vidya Raju , L. Mahadevan

Estimating Wasserstein distances between two high-dimensional densities suffers from the curse of dimensionality: one needs an exponential (wrt dimension) number of samples to ensure that the distance between two empirical measures is…

机器学习 · 统计学 2020-07-13 François-Pierre Paty , Alexandre d'Aspremont , Marco Cuturi

In this short note, we consider the problem of prescribing the Gauss curvature and image of the Gauss map for the graph of a function over a domain in Euclidean space. The prescription of the image of the Gauss map turns this into a second…

偏微分方程分析 · 数学 2020-05-28 Nestor Guillen , Jun Kitagawa

The following work compares two popular mixed finite elements used to model subsurface flow and transport in heterogeneous porous media; the lowest order Raviart-Thomas element and the variational multiscale stabilized element. Comparison…

数值分析 · 计算机科学 2015-03-17 D. Z. Turner , K. B. Nakshatrala , P. K. Notz

Optimal transportation distances are valuable for comparing and analyzing probability distributions, but larger-scale computational techniques for the theoretically favorable quadratic case are limited to smooth domains or regularized…

其他计算机科学 · 计算机科学 2016-03-23 Justin Solomon , Raif Rustamov , Leonidas Guibas , Adrian Butscher

We study the problem of minimizing the Wasserstein distance between a probability distribution and an algebraic variety. We consider the setting of finite state spaces and describe the solution depending on the choice of the ground metric…

最优化与控制 · 数学 2020-01-15 T. Ö. Çelik , A. Jamneshan , G. Montúfar , B. Sturmfels , L. Venturello

The numerical modelling of convection dominated high density ratio two-phase flow poses several challenges, amongst which is resolving the relatively thin shear layer at the interface. To this end we propose a sharp discretisation of the…

数值分析 · 数学 2022-09-30 Ronald A. Remmerswaal , Arthur E. P. Veldman

We consider so-called branched transport and variants thereof in two space dimensions. In these models one seeks an optimal transportation network for a given mass transportation task. In two space dimensions, they are closely connected to…

数值分析 · 数学 2020-04-01 Carolin Dirks , Benedikt Wirth

We consider steady gravity-driven flow of a thin layer of viscous fluid over a curved substrate. The substrate has topographical variations (`bumps') on a large scale compared to the layer thickness. Using lubrication theory, we find the…

混沌动力学 · 物理学 2007-05-23 Jean-Luc Thiffeault , Khalid Kamhawi