具有不可测试部件的系统可靠性分析的顺序加速寿命试验设计

Zhen Hu, Z. Mourelatos
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引用次数: 0

摘要

在高于标称应力水平下测试组件提供了一种有效的方法,可以减少系统可靠性评估所需的测试工作量。由于各种原因,并不是所有的组件都可以在实践中直接测试。不可测试部件的信息缺失给系统可靠性的准确评估带来了巨大的挑战。提出了一种序列加速寿命试验(SALT)设计框架,用于对具有不可测试部件的系统进行可靠性评估。在该框架中,系统级测试与组件级测试相结合,有效地降低了系统可靠性评估中的不确定性。为了尽量减少系统级测试的数量(系统级测试比组件级测试要昂贵得多),加速寿命测试设计是按顺序执行的。在每个设计周期中,根据系统可靠性评估的不确定性分析,将测试资源分配给组件级或系统级测试。然后将从优化的测试计划中获得的组件级或系统级测试信息聚合起来,使用贝叶斯方法获得总体系统可靠性估计。组件级和系统级测试信息的聚合允许在系统可靠性评估中有效地减少不确定性。两个数值算例的结果验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sequential Accelerated Life Testing Design for System Reliability Analysis With Untestable Components
Testing of components at higher-than-nominal stress level provides an effective way of reducing the required testing effort for system reliability assessment. Due to various reasons, not all components are directly testable in practice. The missing information of untestable components poses significant challenges to the accurate evaluation of system reliability. This paper proposes a sequential accelerated life testing (SALT) design framework for system reliability assessment of systems with untestable components. In the proposed framework, system-level tests are employed in conjunction with component-level tests to effectively reduce the uncertainty in the system reliability evaluation. To minimize the number of system-level tests which are much more expensive than the component-level tests, the accelerated life testing design is performed sequentially. In each design cycle, testing resources are allocated to component-level or system-level tests according to the uncertainty analysis from system reliability evaluation. The component-level or system-level testing information obtained from the optimized testing plans are then aggregated to obtain the overall system reliability estimate using Bayesian methods. The aggregation of component-level and system-level testing information allows for an effective uncertainty reduction in the system reliability evaluation. Results of two numerical examples demonstrate the effectiveness of the proposed method.
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