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

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中國(guó)有色金屬學(xué)報(bào)

ZHONGGUO YOUSEJINSHU XUEBAO

第10卷    第4期    總第37期    2000年8月

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文章編號(hào):1004-0609(2000)04-0613-05
基于Monte Carlo方法的強(qiáng)非線性函數(shù)方差估計(jì)
李朝奎1,2, 黃力民1, 曾卓喬2, 傅  明2

(1.湘潭工學(xué)院 土木工程系, 湘潭 411201;
2.中南工業(yè)大學(xué) 測(cè)量與國(guó)土信息研究所, 長(zhǎng)沙 410083
)

摘 要: 以MonteCarlo方法為基礎(chǔ)研究了強(qiáng)非線性函數(shù)的方差估計(jì)問題。 對(duì)直接觀測(cè)量的方差進(jìn)行了隨機(jī)擾動(dòng), 將由線性同余法產(chǎn)生的一組偽隨機(jī)數(shù)用BoxMuller變換法轉(zhuǎn)換為服從 N   (0, 1)分布的正態(tài)偽隨機(jī)數(shù), 并對(duì)偽隨機(jī)數(shù)作了多項(xiàng)統(tǒng)計(jì)檢驗(yàn)。在此基礎(chǔ)上應(yīng)用Bessel公式統(tǒng)計(jì)出強(qiáng)非線性函數(shù)的模擬方差。 算例表明: MonteCarlo方法估計(jì)出的非線性函數(shù)的方差比經(jīng)典方法估計(jì)出的方差更優(yōu)。

 

關(guān)鍵字:   MonteCarlo方法; 強(qiáng)非線性函數(shù); 方差估計(jì)

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

主管:中國(guó)科學(xué)技術(shù)協(xié)會(huì) 主辦:中國(guó)有色金屬學(xué)會(huì) 承辦:中南大學(xué)
湘ICP備09001153號(hào) 版權(quán)所有:《中國(guó)有色金屬學(xué)報(bào)》編輯部
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