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Reliability demonstration of a multi-component Weibull system under zero-failure assumption.

机译:零故障假设下多组分威布尔系统的可靠性证明。

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摘要

This dissertation is focused on finding lower confidence limits for the reliability of systems consisting of Weibull components when the reliability demonstration testing (RDT) is conducted with zero failures. The usual methods for the parameter estimation of the underlying reliability functions like maximum likelihood estimator (MLE) or mean squares estimator (MSE) cannot be applied if the test data contains no failures. For single items there exists a methodology to calculate the lower confidence limit (LCL ) of reliability for a certain confidence level. But there is no comparable method for systems. This dissertation provides a literature review on specific topics within the wide area of reliability engineering. Based on this and additional research work, a first theorem for the LCL of system reliability of systems with Weibull components is formulated. It can be applied if testing is conducted with zero observed failures. This theorem is unique in that it allows for different Weibull shape parameters for components in the system. The model can also be applied if each component has been exposed to different test durations. This can result from accelerated life testing (ALT) with test procedures that have different acceleration factors for the various failure modes or components respectively. A second theorem for BX – lifetime, derived from the first theorem, has been formulated as well.;The proven theorem is integrated into a model to analyze the sensitivity of the estimation of the Weibull shape parameter β. This model is also applicable if the Weibull parameter is subject to either total uncertainty or of uncertainty within a defined range.;The proven theorems can be utilized as the core of various models to optimize RDT plans in a way that the targets for the validation can be achieved most efficiently. The optimization can be conducted with respect to reliability, BX – lifetime or validation cost. The respective optimization models are mixed-integer and highly non-linear and therefore very difficult to solve. Within this research work the software package LINGO™ was utilized to solve the models. There is a proposal included of how to implement the optimization models for RDT testing into the reliability process in order to iteratively optimize the RDT program based on failures occurred or changing boundary conditions and premises.;The dissertation closes with the presentation of a methodology for the consideration of information about the customer usage for certain segments such as market share, annual mileage or component specific stress level for each segment. This methodology can be combined with the optimization models for RDT plans.;The first theorem on LCL of system reliability is firstly proven for systems with two components only. In the following the proof is extended towards the general case of n components. There is no limitation on the number of components n. The proof of the second theorem on BX – lifetime is based on the first proof and utilizes the relation between BX and reliability.;Key words: System Reliability - Series System - Reliability Demonstration Testing Weibull Distribution - Accelerated Lifetime Testing - Lower Confidence Limit Confidence Level - Lower Confidence Bound - Zero Failure - Success Run.
机译:本文的研究重点是在零失效情况下进行可靠性验证测试(RDT)时,为威布尔组件组成的系统寻找较低的置信度。如果测试数据不包含故障,则无法应用用于基础可靠性函数的参数估计的常用方法,例如最大似然估计器(MLE)或均方估计器(MSE)。对于单个项目,存在一种方法,可以在确定的置信度水平下计算可靠性的下置信限(LCL)。但是没有可比的系统方法。本文为可靠性工程领域的特定主题提供了文献综述。基于此和其他研究工作,为具有威布尔组件的系统的系统可靠性LCL制定了第一个定理。如果在观察到的故障为零的情况下进行测试,则可以应用该方法。该定理的独特之处在于,它允许为系统中的组件使用不同的Weibull形状参数。如果每个组件都经历了不同的测试持续时间,则也可以应用该模型。这可能是由加速寿命测试(ALT)导致的,测试程序对各种故障模式或组件分别具有不同的加速因子。还制定了BX的第二个定理-寿命,该定理是从第一个定理推导出来的。证明的定理被集成到一个模型中,以分析Weibull形状参数β估计的敏感性。如果Weibull参数受总不确定性或定义范围内的不确定性的影响,则该模型也适用;经证明的定理可以用作各种模型的核心,以使验证目标可以优化RDT计划的方式最有效地实现。可以针对可靠性,BX –寿命或验证成本进行优化。各个优化模型是混合整数和高度非线性的,因此很难求解。在这项研究工作中,使用LINGO™软件包来求解模型。提出了关于如何将RDT测试的优化模型实施到可靠性过程中的建议,以便基于发生的故障或不断变化的边界条件和前提来迭代地优化RDT程序。考虑有关某些细分市场的客户使用情况的信息,例如市场份额,年里程或每个细分市场的组件特定压力级别。这种方法可以与RDT计划的优化模型结合使用。系统可靠性的LCL的第一个定理首先被证明只有两个组件的系统。在下面,证明被扩展到n个分量的一般情况。对分量的数量n没有限制。关于BX的第二个定理的证明-寿命基于第一个定理,并利用了BX和可靠性之间的关系。关键词:系统可靠性-级数系统-可靠性论证测试Weibull分布-加速寿命测试-下置信度置信度-置信度较低-零故障-成功运行。

著录项

  • 作者

    Kemmner, Markus W.;

  • 作者单位

    University of Louisville.;

  • 授予单位 University of Louisville.;
  • 学科 Statistics.;Engineering Industrial.
  • 学位 Ph.D.
  • 年度 2012
  • 页码 154 p.
  • 总页数 154
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:43:37

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