CONVERGENCE FRAMEWORK FOR THE SECOND BOUNDARY VALUE PROBLEM FOR THE MONGE-AMPERE EQUATION

被引:11
作者
Hamfeldt, Brittany Froese [1 ]
机构
[1] New Jersey Inst Technol, Dept Math Sci, Newark, NJ 07102 USA
基金
美国国家科学基金会;
关键词
second boundary value problem; Monge-Ampere equation; finite difference methods; convergence; VISCOSITY SOLUTIONS; DIFFERENCE-SCHEMES; NUMERICAL-SOLUTION; OPTIMAL TRANSPORT; APPROXIMATION; MONOTONE;
D O I
10.1137/18M1201913
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
It is well known that the quadratic-cost optimal transportation problem is formally equivalent to the second boundary value problem for the Monge-Ampere equation. Viscosity solutions are a powerful tool for analyzing and approximating fully nonlinear elliptic equations. However, we demonstrate that this nonlinear elliptic equation does not satisfy a comparison principle and thus existing convergence frameworks for viscosity solutions are not valid. We introduce an alternative PDE that couples the usual Monge-Ampere equation to a Hamilton-Jacobi equation that restricts the transportation of mass. We propose a new interpretation of the optimal transport problem in terms of viscosity subsolutions of this PDE. Using this reformulation, we develop a framework for proving convergence of a large class of approximation schemes for the optimal transport problem. Examples of existing schemes that fit within this framework are discussed.
引用
收藏
页码:945 / 971
页数:27
相关论文
共 36 条
  • [1] Alexandrov A. D., 1939, GOS U SER MAT, V37, P3
  • [2] [Anonymous], 2003, TOPICS OPTIMAL TRANS
  • [3] Minkowski-type theorems and least-squares clustering
    Aurenhammer, F
    Hoffmann, F
    Aronov, B
    [J]. ALGORITHMICA, 1998, 20 (01) : 61 - 76
  • [4] Bakelman I.J., 2012, CONVEX ANAL NONLINEA
  • [5] Barles G., 1991, Asymptotic Analysis, V4, P271
  • [6] BENAMOU J. -D., 2017, ARXIV171005594
  • [7] MONOTONE AND CONSISTENT DISCRETIZATION OF THE MONGE-AMPERE OPERATOR
    Benamou, Jean-David
    Collino, Francis
    Mirebeau, Jean-Marie
    [J]. MATHEMATICS OF COMPUTATION, 2016, 85 (302) : 2743 - 2775
  • [8] Numerical solution of the Optimal Transportation problem using the Monge-Ampere equation
    Benamou, Jean-David
    Froese, Brittany D.
    Oberman, Adam M.
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 2014, 260 : 107 - 126
  • [9] Berman R. J., 2018, ARXIV180300785
  • [10] Borwein JM, 2010, CONVEX FUNCTIONS CON