Condition-Based Operation and Maintenance Strategy for Load-Sharing Systems Based on Wiener Process

IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Wei Chen;Songhua Hao
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引用次数: 0

Abstract

As a distinctive redundant form in various practical applications, load-sharing systems consist of stochastically dependent units bearing system load altogether. Conventional load-sharing systems usually operate under an equal load allocation policy, and the system load is evenly distributed among all working units. However, this static policy neglects the individual dynamic and heterogenous characteristics during unit degradation processes, and leads to nonnegligible individual differences between unit reliability and lifetime distributions. Faced with this problem, this article proposes a novel condition-based operation and maintenance strategy for two-unit load-sharing systems. Each unit undergoes nonmonotonic continuous degradation following the Wiener process, and the system reliability is evaluated by considering a possible two-phase degradation process of the surviving unit once one unit fails. At each periodic inspection time, the system load is dynamically allocated by minimizing the Jensen–Shannon divergence between unit remaining useful lifetime distributions. Furthermore, a condition-based maintenance model is established according to semi-renewal process characteristics, along with specific theoretical analysis for the stationary distribution of system states. Compared with traditional operation and maintenance strategies, the effectiveness of the proposed strategy is validated through numerical experiments, and a practical case study of a two-cell lithium-ion battery pack illustrates robust economic benefit in dynamically adjusting the battery cell loads.
基于Wiener过程的负荷共享系统状态运维策略
在各种实际应用中,荷载分担系统是一种独特的冗余形式,由随机相关单元共同承担系统荷载。传统的负荷共享系统通常采用均衡的负荷分配策略,将系统负荷均匀地分配给各工作单元。然而,这种静态策略忽略了单元退化过程中的个体动态和异质性特征,导致单元可靠性和寿命分布之间的个体差异不可忽略。针对这一问题,本文提出了一种基于工况的双机组负荷共享系统运维策略。每个单元都遵循维纳过程进行非单调连续退化,当一个单元失效时,通过考虑幸存单元可能的两阶段退化过程来评估系统可靠性。在每次定期检查时,通过最小化单元剩余使用寿命分布之间的Jensen-Shannon散度来动态分配系统负载。根据半更新过程的特点,建立了基于状态的维修模型,并对系统状态的平稳分布进行了具体的理论分析。与传统运维策略相比,通过数值实验验证了该策略的有效性,并以双芯锂离子电池组为例验证了动态调整电池负载的经济效益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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