Tensor approximation of the self-diffusion matrix of tagged particle processes

被引:1
|
作者
Dabaghi, Jad [1 ]
Ehrlacher, Virginie [2 ,3 ]
Strossner, Christoph [4 ]
机构
[1] Leonard de Vinci Pole Univ, Res Ctr, F-92916 Paris, France
[2] Ecole Ponts ParisTech, Marne La Vallee, France
[3] INRIA Paris, MATHERIALS Team Project, Paris, France
[4] Ecole Polytech Fed Lausanne EPFL, Inst Math, CH-1015 Lausanne, Switzerland
基金
欧洲研究理事会;
关键词
Self-diffusion; Low-rank approximations; Alternating least squares; Tagged particle process; Monte Carlo methods; High-dimensional optimization; FINITE-DIMENSIONAL APPROXIMATION; ALTERNATING LEAST-SQUARES; LIMIT-THEOREM; EXCLUSION; OPTIMIZATION; DECOMPOSITIONS; COEFFICIENT;
D O I
10.1016/j.jcp.2023.112017
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The objective of this paper is to investigate a new numerical method for the approximation of the self-diffusion matrix of a tagged particle process defined on a grid. While standard numerical methods make use of long-time averages of empirical means of deviations of some stochastic processes, and are thus subject to statistical noise, we propose here a tensor method in order to compute an approximation of the solution of a high-dimensional quadratic optimization problem, which enables to obtain a numerical approximation of the self-diffusion matrix. The tensor method we use here relies on an iterative scheme which builds low-rank approximations of the quantity of interest and on a carefully tuned variance reduction method so as to evaluate the various terms arising in the functional to minimize. In particular, we numerically observe here that it is much less subject to statistical noise than classical approaches.(c) 2023 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons .org /licenses /by /4 .0/).
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页数:14
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