Reliability Assessment of Reconfigurable k-out-of-n Systems With Functional Dependency

IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Yi-Xuan Zheng;Boyuan Zhang;Yu Liu
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引用次数: 0

Abstract

The k-out-of-n system with functional dependency (FDEP), as a typical structure, has widespread applications in a diversity of engineered system. These systems are characterized by components that perform distinct functions, and are connected through flexible intercomponential support relations. This flexibility allows for dynamic adjustment of the support strategy in response to component failures, achieved through connections between components’ interfaces or controlled by additional components, such as valves and switches. Even though previous article has demonstrated effectiveness in assessing reliability of k-out-of-n systems with FDEP, it often overlooks the essential investigation of flexible support relations among components, resulting in inaccurate system reliability assessment. To fill this research gap, this article introduces a novel framework that integrates a parameter time-varying discrete dynamic Bayesian network (PTVDDBN) and a tailored Hungarian algorithm with a depth-first search (DFS) strategy, namely the PTVDDBN–HDFS method, to advance reliability assessment of k-out-of-n systems with flexible support relations. Specifically, the PTVDDBN-based architecture captures the system's stochastic degradation over time, and its components’ lifetime could follow an arbitrary probability distribution. From a graph set-based perspective, the support strategy designated in the system is dynamically adjusted via the DFS strategy. The optimal system performance under various component state combinations is further converted to conditional probability table parameters within the PTVDDBN model. A practical case study of a kerosene filling system at a space launch site is showcased to illustrate the application and effectiveness of the PTVDDBN–HDFS method.
具有功能依赖的可重构k-out- n系统可靠性评估
具有功能依赖的k-out- n系统(FDEP)作为一种典型的结构,在各种工程系统中有着广泛的应用。这些系统的特点是执行不同功能的组件,并通过灵活的组件间支持关系连接在一起。这种灵活性允许在组件故障时动态调整支持策略,通过组件接口之间的连接或由附加组件(如阀门和开关)控制来实现。尽管以前的文章已经证明了用FDEP评估k-out- n系统可靠性的有效性,但它往往忽略了对组件之间灵活支持关系的基本研究,导致系统可靠性评估不准确。为了填补这一研究空白,本文引入了一个新的框架,该框架集成了参数时变离散动态贝叶斯网络(PTVDDBN)和具有深度优先搜索(DFS)策略的定制匈牙利算法,即PTVDDBN - hdfs方法,以推进具有灵活支持关系的k- of-n系统的可靠性评估。具体来说,基于ptvddbn的体系结构捕获了系统随时间的随机退化,其组件的寿命可以遵循任意概率分布。从基于图集的角度来看,系统中指定的支持策略通过DFS策略进行动态调整。在PTVDDBN模型中,将各种组件状态组合下的最优系统性能进一步转化为条件概率表参数。以某航天发射场的煤油加注系统为例,说明了PTVDDBN-HDFS方法的应用和有效性。
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来源期刊
IEEE Transactions on Reliability
IEEE Transactions on Reliability 工程技术-工程:电子与电气
CiteScore
12.20
自引率
8.50%
发文量
153
审稿时长
7.5 months
期刊介绍: IEEE Transactions on Reliability is a refereed journal for the reliability and allied disciplines including, but not limited to, maintainability, physics of failure, life testing, prognostics, design and manufacture for reliability, reliability for systems of systems, network availability, mission success, warranty, safety, and various measures of effectiveness. Topics eligible for publication range from hardware to software, from materials to systems, from consumer and industrial devices to manufacturing plants, from individual items to networks, from techniques for making things better to ways of predicting and measuring behavior in the field. As an engineering subject that supports new and existing technologies, we constantly expand into new areas of the assurance sciences.
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