PARAMETER ESTIMATION AND CONFIDENCE LIMIT CALCUALTION METHOD OF THREE-PARAMETER WEIBULL DISTRIBUTION

A correlation-regression method was proposed to solve the problem of low accuracy of parameter estimation and confidence limit calculation of the three-parameter Weibull distribution.The method was combined by the correlation coefficient method (Fu method) and the nonlinear regression method which m...

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Main Authors: ZHANG JianFeng, XU Fang, ZHANG Yan, HUANG XiaoBo, JIA ZhuoHan
Format: Article
Language:zho
Published: Editorial Office of Journal of Mechanical Strength 2024-01-01
Series:Jixie qiangdu
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Online Access:http://www.jxqd.net.cn/thesisDetails?columnId=62664949&Fpath=home&index=0
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author ZHANG JianFeng
XU Fang
ZHANG Yan
HUANG XiaoBo
JIA ZhuoHan
author_facet ZHANG JianFeng
XU Fang
ZHANG Yan
HUANG XiaoBo
JIA ZhuoHan
author_sort ZHANG JianFeng
collection DOAJ
description A correlation-regression method was proposed to solve the problem of low accuracy of parameter estimation and confidence limit calculation of the three-parameter Weibull distribution.The method was combined by the correlation coefficient method (Fu method) and the nonlinear regression method which makes full use of the convenience of Fu method and the excellent estimation effect of the nonlinear regression method in estimating the three-parameter Weibull distribution.In order to verify the effectiveness of the proposed method,the correlation-regression method,Fu method and Method combining maximum likelihood estimation and empirical formulae (referred to as the “MMPDS method”) were applied to the parameter estimation and confidence limit calculation of the data distribution of a certain alloy strength value with different sample sizes,and calculation consequence of different methods was compared and analyzed.Results show that the correlation-regression method has highest parameter estimation and confidence limit calculation accuracy among the above methods.When the sample size is less than 100,its advantage is more significant,and it can accurately calculate the parameters and confidence limits of the Weibull distribution.
format Article
id doaj-art-aa5bf56323324a83baed99f418779958
institution Kabale University
issn 1001-9669
language zho
publishDate 2024-01-01
publisher Editorial Office of Journal of Mechanical Strength
record_format Article
series Jixie qiangdu
spelling doaj-art-aa5bf56323324a83baed99f4187799582025-01-15T02:45:12ZzhoEditorial Office of Journal of Mechanical StrengthJixie qiangdu1001-96692024-01-011762664949PARAMETER ESTIMATION AND CONFIDENCE LIMIT CALCUALTION METHOD OF THREE-PARAMETER WEIBULL DISTRIBUTIONZHANG JianFengXU FangZHANG YanHUANG XiaoBoJIA ZhuoHanA correlation-regression method was proposed to solve the problem of low accuracy of parameter estimation and confidence limit calculation of the three-parameter Weibull distribution.The method was combined by the correlation coefficient method (Fu method) and the nonlinear regression method which makes full use of the convenience of Fu method and the excellent estimation effect of the nonlinear regression method in estimating the three-parameter Weibull distribution.In order to verify the effectiveness of the proposed method,the correlation-regression method,Fu method and Method combining maximum likelihood estimation and empirical formulae (referred to as the “MMPDS method”) were applied to the parameter estimation and confidence limit calculation of the data distribution of a certain alloy strength value with different sample sizes,and calculation consequence of different methods was compared and analyzed.Results show that the correlation-regression method has highest parameter estimation and confidence limit calculation accuracy among the above methods.When the sample size is less than 100,its advantage is more significant,and it can accurately calculate the parameters and confidence limits of the Weibull distribution.http://www.jxqd.net.cn/thesisDetails?columnId=62664949&Fpath=home&index=0Weibull distributionParameter estimationConfidence limit
spellingShingle ZHANG JianFeng
XU Fang
ZHANG Yan
HUANG XiaoBo
JIA ZhuoHan
PARAMETER ESTIMATION AND CONFIDENCE LIMIT CALCUALTION METHOD OF THREE-PARAMETER WEIBULL DISTRIBUTION
Jixie qiangdu
Weibull distribution
Parameter estimation
Confidence limit
title PARAMETER ESTIMATION AND CONFIDENCE LIMIT CALCUALTION METHOD OF THREE-PARAMETER WEIBULL DISTRIBUTION
title_full PARAMETER ESTIMATION AND CONFIDENCE LIMIT CALCUALTION METHOD OF THREE-PARAMETER WEIBULL DISTRIBUTION
title_fullStr PARAMETER ESTIMATION AND CONFIDENCE LIMIT CALCUALTION METHOD OF THREE-PARAMETER WEIBULL DISTRIBUTION
title_full_unstemmed PARAMETER ESTIMATION AND CONFIDENCE LIMIT CALCUALTION METHOD OF THREE-PARAMETER WEIBULL DISTRIBUTION
title_short PARAMETER ESTIMATION AND CONFIDENCE LIMIT CALCUALTION METHOD OF THREE-PARAMETER WEIBULL DISTRIBUTION
title_sort parameter estimation and confidence limit calcualtion method of three parameter weibull distribution
topic Weibull distribution
Parameter estimation
Confidence limit
url http://www.jxqd.net.cn/thesisDetails?columnId=62664949&Fpath=home&index=0
work_keys_str_mv AT zhangjianfeng parameterestimationandconfidencelimitcalcualtionmethodofthreeparameterweibulldistribution
AT xufang parameterestimationandconfidencelimitcalcualtionmethodofthreeparameterweibulldistribution
AT zhangyan parameterestimationandconfidencelimitcalcualtionmethodofthreeparameterweibulldistribution
AT huangxiaobo parameterestimationandconfidencelimitcalcualtionmethodofthreeparameterweibulldistribution
AT jiazhuohan parameterestimationandconfidencelimitcalcualtionmethodofthreeparameterweibulldistribution