具有一般故障、维修和维护过程的可靠性模型的快速仿真

V. Nicola, Marvin K. Nakayama, P. Heidelberger, A. Goyal
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引用次数: 45

摘要

描述了一种模拟具有一般故障和修复时间分布的高可靠系统模型的方法。该方法将重要采样与事件重调度相结合,以减小此类罕见事件模拟的方差。该方法本质上是通用的,并且允许对可靠性建模中常见的各种特征进行有效的模拟。例如,演示了如何将该技术应用于定期维护的系统。探讨了不同的故障时间分布和维修周期对稳态可用性的影响。描述了设计特定重调度规则所涉及的一些权衡,并证明了它们在非指数故障和修复时间分布系统仿真中的潜在有效性。结果表明,选择重调度分布的有效方法是使故障转移的概率保持在0.1 ~ 0.5之间。
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Fast simulation of dependability models with general failure, repair and maintenance processes
An approach to simulating models of highly dependable systems with general failure and repair time distributions is described. The approach combines importance sampling with event rescheduling in order to obtain variance reduction in such rare event simulations. The approach is general in nature and allows effective simulation of a variety of features commonly arising in dependability modeling. For example, it is shown how the technique can be applied to systems with periodic maintenance. The effects on the steady-state availability of the maintenance period and of different failure time distributions are explored. Some of the trade-offs involved in the design of specific rescheduling rules are described, and their potential effectiveness in simulations of systems with nonexponential failure and repair time distributions are demonstrated. It is found that an effective method for selecting the rescheduling distribution is to keep the probability of a failure transition in the range between 0.1 and 0.5.<>
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