Transactions of Nonferrous Metals Society of China The Chinese Journal of Nonferrous Metals

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中国有色金属学报

ZHONGGUO YOUSEJINSHU XUEBAO

第10卷    第4期    总第37期    2000年8月

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文章编号:1004-0609(2000)04-0613-05
基于Monte Carlo方法的强非线性函数方差估计
李朝奎1,2, 黄力民1, 曾卓乔2, 傅  明2

(1.湘潭工学院 土木工程系, 湘潭 411201;
2.中南工业大学 测量与国土信息研究所, 长沙 410083
)

摘 要: 以MonteCarlo方法为基础研究了强非线性函数的方差估计问题。 对直接观测量的方差进行了随机扰动, 将由线性同余法产生的一组伪随机数用BoxMuller变换法转换为服从 N   (0, 1)分布的正态伪随机数, 并对伪随机数作了多项统计检验。在此基础上应用Bessel公式统计出强非线性函数的模拟方差。 算例表明: MonteCarlo方法估计出的非线性函数的方差比经典方法估计出的方差更优。

 

关键字:   MonteCarlo方法; 强非线性函数; 方差估计

Variance estimation of intensive nonlinear functions based on MonteCarlo method
LI Chaokui1, 2, HUANG Limin1, ZENG Zhuoqiao2, FU Ming2

1. Department of Civil Engineering,Xiangtan Polytechnic University, Xiangtan 411201, P.R.China;
2. College of Resources, Environment and Civil Engineering,Central South University of Technology, Changsha 410083, P.R.China

Abstract:  Based on the way of MonteCarlo, the problems of varianceestimation of intensive nonlinear function has been studied. By random disturbance of the standard deviation of directly observed values, a group offalse random values of nonlinear function which submit to the regular distribution were produced, then they were transfered into false random value which submit to the  N (0, 1) distribution by the way of BoxMuller, and some statistical tests had been done on them. On the basis of these statistics, the visual varianceof intensive nonlinear function was counted by Bessel formula. Example shows that the variance estimation of intensive nonlinear function counted by the way of MonteCarlo varianceestimation has some advantages over that counted by the way of classical varianceestimation.

 

Key words: MonteCarlo method; variance estimation; intensive nonlinear functions

ISSN 1004-0609
CN 43-1238/TG
CODEN: ZYJXFK

ISSN 1003-6326
CN 43-1239/TG
CODEN: TNMCEW

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