从已知系统结构的 II 类删失系统寿命数据中测试元件寿命分布的均匀性

IF 1.9 4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Jingjing Qu, Hon Keung Tony Ng
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引用次数: 0

摘要

在系统可靠性分析中,研究人员有兴趣根据系统寿命数据评估系统中组件的寿命分布特征。在收集系统寿命数据时,由于时间和预算的限制,通常会采用剔除方案。在本文中,我们考虑了对两个不同相干系统的系统寿命数据进行第二类右删减的情况,并希望基于已知系统结构的第二类删减系统寿命数据,检验元件寿命分布的同质性。在利用完整系统寿命数据测试元件寿命分布均匀性的曼-惠特尼检验和经验似然比检验的基础上,我们提出了利用未观察到的删减系统寿命的置换的不同非参数检验程序。我们考虑了对删减寿命的限制性假设,以减少计算中所需的排列。我们使用蒙特卡罗方法提供了获得拟议检验程序临界值的计算方法。通过一个实际例子来说明所提出的测试程序。然后,通过蒙特卡罗仿真研究评估和比较了建议测试程序的功率性能。仿真结果表明,在不同情况下,与完整样本情况相比,建议的测试程序为第二类删减系统寿命数据提供了相当的功率性能。最后,根据仿真结果提出了建议和结束语。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Tests for homogeneity of distributions of component lifetimes from Type‐II censored system lifetime data with known system structures
In system reliability analysis, researchers are interested in evaluating the characteristics of the lifetime distribution of components in a system based on system lifetime data. In collecting system lifetime data, a censoring scheme is often adopted due to time and budget constraints. In this article, we consider the situation where the system lifetime data from two different coherent systems are subjected to Type‐II right‐censoring, and we are interested in testing the homogeneity of component lifetime distributions based on Type‐II censored system lifetime data with known system structures. Based on the Mann‐Whitney test and empirical likelihood ratio tests developed for testing the homogeneity of component lifetime distributions with complete system lifetime data, we propose different non‐parametric test procedures using the permutation of the unobserved censored system lifetimes. We consider a restricted assumption on the censored lifetimes to reduce the permutations required in the computation. The computational approaches to obtain the critical values of the proposed test procedures are provided using the Monte Carlo method. A practical example is used to illustrate the proposed test procedures. Then, the power performance of the proposed test procedures is evaluated and compared through a Monte Carlo simulation study. The simulation results show that the proposed test procedures provide comparable power performance for Type‐II censored system lifetime data in contrast to the complete sample case under different scenarios. Finally, recommendations based on the simulation results and concluding remarks are provided.
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来源期刊
Naval Research Logistics
Naval Research Logistics 管理科学-运筹学与管理科学
CiteScore
4.20
自引率
4.30%
发文量
47
审稿时长
8 months
期刊介绍: Submissions that are most appropriate for NRL are papers addressing modeling and analysis of problems motivated by real-world applications; major methodological advances in operations research and applied statistics; and expository or survey pieces of lasting value. Areas represented include (but are not limited to) probability, statistics, simulation, optimization, game theory, quality, scheduling, reliability, maintenance, supply chain, decision analysis, and combat models. Special issues devoted to a single topic are published occasionally, and proposals for special issues are welcomed by the Editorial Board.
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