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TFR模型序加试验下WEIBULL分布产品寿命的统计分析 总被引:7,自引:2,他引:7
本文针对损伤效率(TFR)模型,首次提出将步加试验推广至序加试验,给出了两参数Weibull分布参数的极大似然估计. 相似文献
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讨论对数正态分布场合有非常数尺度参数恒加试验的参数估计,由最小均方误差准则导出基于完全样本恒加试验的点估计和近似区间估计. 相似文献
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??The linear accelerated model is often used to the statistical
analysis of constant stress accelerated life test, whereas it does not relate well
with the facts. By adopting the power functional accelerated model, the relationship
of sample quantiles among different constant stress levels is obtained, which can
lead to the estimations of the parameters in accelerated model and the characteristic
coefficient vectors by virtue of the least square method, then the life-time data
transformation between different stress levels can be operated. For complete data
and censoring data, a Dirichlet process prior is introduced to gain the posterior
distribution and the nonparametric Bayesian estimation of the reliability function,
meanwhile, the consistency of the posterior estimators is proved. Finally, a real
life example of Metal-Oxide-Semiconductor capacitors is analyzed to illustrate the
effect of our model. 相似文献
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讨论了Weibull分布场合恒加寿命试验的参数估计,在文[1]对参数估计改进的基础上作了进一步改进,从而使改进后的参数估计更优. 相似文献
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序进应力加速寿命试验是一种最为有效而经济的寿命试验方法,随着其理论的日趋成熟,在实践中开始得到应用和推广.本文给出了逆幂律模型下Weilbull分布定时和定数场合序进应力加速寿命试验的一种Bayes统计分析,并利用Gibbs抽样方法解决了分布的形状参数取为连续先验时各参数的Bayes估计.这种先验意义更明确,实例表明这是一种非常有效的方法. 相似文献
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ZHENG Mingliang 《应用概率统计》2021,36(6):619-626
The traditional accelerated life test scheme is necessary to give the rough values of some model parameters in advance, but the influence of fluctuation on the stability of test scheme is irregulared. Based on the prior life test information, this paper aims to minimize the mean and variance of asymptotic variance of $p$-quantile life estimate under normal test stress level, using maximum likelihood estimation theory and Nelson cumulative failure principle, the optimal robust design mathematical model of step stress accelerated life test scheme with uncertainty parameters under Weibull distribution is established. The results of optimal robust design of step stress accelerated life test scheme for electrical connectors show that: comparing with the optimal design of step stress test scheme in the literature, the optimal robust design scheme is not sensitive to the uncertainty of model parameters when the asymptotic variance of median
life estimate is basically the same; Comparing with the optimal design of constant accelerated life test scheme, when the statistical accuracy of test data is basically the same, the number of samples required can be reduced by 1/5, and the test time can be reduced by about 1/4. 相似文献
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讨论了定数截尾样本下双参数指数分布环境因子的极大似然估计、区间估计和Bayes估计.以参数后验密度的商密度作为环境因子的后验密度,并结合专家经验运用Bayes方法给出了环境因子在平方损失下和LINEX损失下的Bayes估计.最后运用Monte Carlo方法对各估计结果的均方误差(MSE),进行了模拟比较.结果表明LINEX损失下环境因子的估计较好. 相似文献
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指数分布场合下步进应力加速寿命试验的极大似然估计 总被引:4,自引:0,他引:4
本文首先给出了指数分布场合下步进应力加速寿命试验定时和定数截尾的MLE的存在和唯一的充要条件 ,然后给出了正常应力下平均寿命的近似置信区间 ,最后用随机模拟的方法研究了MLE的点估计的偏性和均方误差 ,近似置信区间覆盖真值的比率并与其它方法作了比较 . 相似文献
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对幂律-威布尔模型,利用一组序进应力加速寿命试验数据和另一组恒定应力加速寿命试验数据给出了参数的点估计和区间估计,并且一个实用例说明方法的应用。 相似文献
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讨论了指数分布场合竞争失效产品加速寿命试验的参数估计,对常用极大似然估计作了一些改进,从而使改进后的参数估计在均方误差意义下更优. 相似文献
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A new life distribution is proposed, known as ``two-parameter generalized exponential sum distribution". We study the density function and failure rate function, the average failure rate function, the image features and the numerical characteristics of the mean residual life of the distribution. Several methods of calculating point estimation of parameters are discussed. Through the Monte-Carlo simulation, we compare the precision of the point estimations. In our opinion, the best linear unbiased estimation is the most optimal solution of these methods. At the same time, several methods of calculating parameters of interval estimations are given. We also discuss the precision of interval estimations by Monte-Carlo simulation and use the best linear unbiased estimation and the best linear invariant estimation to construct interval estimations which are better than other estimation method. Finally, several simulation examples and a case of maintaining tanks is used to illustrate the application of the methods presented in this paper. 相似文献
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以Г-后验期望损失作为标准,研究了定数截尾试验下两参数W e ibu ll分布尺度参数θ的最优稳健Bayes估计问题.假设尺度参数θ的先验分布在分布族Г上变化,形状参数β已知时,在0-1损失下,得到了θ的最优稳健区间估计,在均方损失下得到θ的最优稳健点估计及区间估计;β未知时,得到了θ的最优稳健点估计及区间估计.最后给出了数值例子,说明了方法的有效性. 相似文献