Estimation of the Statistical Error of the Direct Simulation Monte Carlo Method

被引:13
|
作者
Plotnikov, M. Yu. [1 ]
Shkarupa, E. V. [2 ]
机构
[1] Russian Acad Sci, Kutateladze Inst Thermophys, Siberian Branch, Novosibirsk 630090, Russia
[2] Russian Acad Sci, Inst Computat Math & Math Geophys, Siberian Branch, Novosibirsk 630090, Russia
基金
俄罗斯基础研究基金会;
关键词
rarefied gas dynamics; direct simulation Monte Carlo method; statistical error; confidence interval;
D O I
10.1134/S0965542510020156
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The statistical error of the direct simulation Monte Carlo method for numerical solution of the rarefied gas dynamics problems is investigated. Based on the central limit theorem for Markov processes, asymptotic confidence intervals for the errors connected with the number of time steps are obtained for estimates of the three main macroparameters of the flow (density, velocity, and temperature). For the quantities involved in the expressions for the confidence intervals, practical recommendations are given concerning their numerical evaluation simultaneously with the calculation of the flow macroparameters. The proposed approaches to constructing the confidence intervals are illustrated using the classical problem of heat transfer between two infinite parallel plates as an example.
引用
收藏
页码:335 / 344
页数:10
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