OPTIMAL TRANSPORT FOR PARTICLE IMAGE VELOCIMETRY

被引:11
作者
Agueh, Martial [1 ]
Khouider, Boualem [1 ]
Saumier, Louis-Philippe [1 ]
机构
[1] Univ Victoria, Dept Math & Stat, Victoria, BC V8W 2Y2, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Optimal transport; particle image velocimetry; Monge-Ampere equation; numerical method; NUMERICAL-SOLUTION;
D O I
10.4310/CMS.2015.v13.n1.a13
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We present a new method for particle image velocimetry, a technique using successive laser images of particles immersed in a fluid to measure the velocity field of the fluid flow. The main idea is to recover this velocity field via the solution of the L2-optimal transport problem associated with each pair of successive distributions of tracers. We model the tracers by a network of Gaussian-like distributions and derive rigorous bounds on the approximation error in terms of the model's parameters. To obtain the numerical solution, we employ Newton's method, combined with an efficient spectral method, to solve the Monge-Ampere equation associated with the transport problem. We present numerical experiments based on two synthetic flow fields, a plane shear and an array of vortices. Although the theoretical results are derived for the case of a single particle in dimensions one and two, the results are valid in Rd, d> 1. Moreover, the numerical experiments demonstrate that these results hold for the case of multiple particles, provided the Monge-Ampere equation is solved on a fine enough grid.
引用
收藏
页码:269 / 296
页数:28
相关论文
共 28 条
[1]   Twenty years of particle image velocimetry [J].
Adrian, RJ .
EXPERIMENTS IN FLUIDS, 2005, 39 (02) :159-169
[2]  
[Anonymous], THESIS U VICTORIA CA
[3]  
[Anonymous], THESIS EPFL
[4]  
[Anonymous], IMA J APPL MATH
[5]  
Benamou JD, 2000, NUMER MATH, V84, P375, DOI 10.1007/s002119900117
[6]   Numerical solution of the Optimal Transportation problem using the Monge-Ampere equation [J].
Benamou, Jean-David ;
Froese, Brittany D. ;
Oberman, Adam M. .
JOURNAL OF COMPUTATIONAL PHYSICS, 2014, 260 :107-126
[7]  
Bertsekas D. P., 1988, Annals of Operations Research, V14, P105, DOI 10.1007/BF02186476
[8]  
BRENIER Y, 1987, CR ACAD SCI I-MATH, V305, P805
[9]   Regularized Regression and Density Estimation based on Optimal Transport [J].
Burger, Martin ;
Franek, Marzena ;
Schoenlieb, Carola-Bibiane .
APPLIED MATHEMATICS RESEARCH EXPRESS, 2012, 2012 (02) :209-253
[10]  
Chartrand Rick, 2009, Applied Mathematical Sciences, V3, P1071