The prediction of remaining useful lifetime for the Weibull k-out-of-n load-sharing system

被引:13
|
作者
Qin, Shuidan [1 ]
Wang, Bing Xing [1 ]
Tsai, Tzong-Ru [2 ]
Wang, Xiaofei [3 ]
机构
[1] Zhejiang Gongshang Univ, Dept Stat, Hangzhou, Peoples R China
[2] Tamkang Univ, Dept Stat, New Taipei City, Taiwan
[3] Huangshan Univ, Sch Math & Stat, Huangshan, Peoples R China
基金
中国国家自然科学基金;
关键词
Reliability; Load-sharing system; Remaining useful lifetime; Tampered failure rate model; Bootstrap-type prediction interval; RELIABILITY ASSESSMENT; MODEL; COMPONENTS;
D O I
10.1016/j.ress.2023.109091
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, the prediction intervals of the off-line and online remaining useful lifetimes for the k-out-of -n load-sharing system is studied under the equal load-sharing rule. When the lifetime of each component follows the Weibull distribution, the maximum likelihood estimators and two-stage estimators of the model parameters, system reliability and mean lifetime are proposed. The Wald and bootstrap-type confidence intervals for the model parameters are developed. The performance of the proposed prediction intervals is assessed by using Monte Carlo simulation. The simulation results indicate that the coverage probabilities of the proposed bootstrap-type prediction intervals are close to the nominal confidence levels even if the sample size is small. A real example is utilized to illustrate the proposed bootstrap-type prediction interval methods.
引用
收藏
页数:12
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