Statistical error analysis for the direct simulation Monte Carlo technique

被引:48
作者
Chen, G
Boyd, ID
机构
[1] Sibley Sch. of Mech. and Aerosp. E., Cornell University, Ithaca
关键词
D O I
10.1006/jcph.1996.0148
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The statistical error associated with the direct simulation Monte Carte technique is studied when it is applied to nonequilibrium hypersonic and nozzle flows. A root mean square (rms) error is employed as an indicator of the level of the statistical fluctuations. The effects of number of particles per cell and sample size are analyzed and quantified. It is found that in order to adequately model the physics of interest, the number of particles in the simulation must be greater than a certain minimum. An equation is developed to model and analyze the rms errors. A range is provided of the appropriate number of particles to be employed in the simulation in order to achieve the smallest statistical error at a fixed computational cost. Values are also recommended for the maximum number of sampling time steps to be used for efficient computation on memory limited computers. The effects of collision model acid of cloning particles on the statistical scatter are analyzed. (C) 1996 Academic Press, Inc.
引用
收藏
页码:434 / 448
页数:15
相关论文
共 9 条
[1]  
Bird G. A., 1994, MOL GAS DYNAMICS DIR
[2]  
Bird G.A., 1976, MOL GAS DYNAMICS
[3]   PREDICTING FAILURE OF THE CONTINUUM FLUID EQUATIONS IN TRANSITIONAL HYPERSONIC FLOWS [J].
BOYD, ID ;
CHEN, G ;
CANDLER, GV .
PHYSICS OF FLUIDS, 1995, 7 (01) :210-219
[4]  
BOYD ID, 1989, PROG ASTRO AERO, V118, P245
[5]   REDUCTION OF SIMULATION COST AND ERROR FOR PARTICLE SIMULATIONS OF RAREFIED FLOWS [J].
FALLAVOLLITA, MA ;
BAGANOFF, D ;
MCDONALD, JD .
JOURNAL OF COMPUTATIONAL PHYSICS, 1993, 109 (01) :30-36
[6]   NONEQUILIBRIUM FLUCTUATIONS STUDIED BY A RAREFIED-GAS SIMULATION [J].
GARCIA, AL .
PHYSICAL REVIEW A, 1986, 34 (02) :1454-1457
[7]   HYDRODYNAMIC FLUCTUATIONS IN A DILUTE GAS UNDER SHEAR [J].
GARCIA, AL ;
MANSOUR, MM ;
LIE, GC ;
MARESCHAL, M ;
CLEMENTI, E .
PHYSICAL REVIEW A, 1987, 36 (09) :4348-4355
[8]  
GARCIA AL, 1990, NATO ADV SCI I B-PHY, V236, P177
[9]   PARTICLE METHOD FOR TURBULENT FLOWS - INTEGRATION OF STOCHASTIC-MODEL EQUATIONS [J].
POPE, SB .
JOURNAL OF COMPUTATIONAL PHYSICS, 1995, 117 (02) :332-349