通过三阶段抽样估计覆盖概率

C. Constantinescu
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引用次数: 3

摘要

容错计算系统的开发需要精确的可靠性评估技术。通常,可靠性度量是部件故障率和故障覆盖概率的函数。覆盖范围提供了有关故障和错误检测、隔离和系统恢复功能的信息。该参数可以通过物理或模拟断层注入来估计。在整个故障注入过程中,分析人员必须处理的最困难的问题之一是故障空间的大。本文解决了从物理或模拟断层注入实验中收集的信息推断断层覆盖概率的问题。针对断层空间较大的问题,提出了一种三级采样技术。在考虑系统输入、故障发生次数和故障位置的三维故障空间中进行统计实验。
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Estimation of the coverage probabilities by 3-stage sampling
Development of fault-tolerant computing systems requires accurate reliability assessment techniques. Usually, the reliability measures are functions of component failure rates and fault coverage probabilities. Coverage provides information about the fault and error detection, isolation and system recovery capabilities. This parameter can be estimated by physical or simulated fault injection. One of the most difficult problems the analyst has to deal with, throughout the fault injection process, is the largeness of the fault space. This paper addresses the problem of inferring the coverage probabilities from the information gathered in physical or simulated fault injection experiments. A 3-stage sampling technique is developed for coping with the largeness of the fault space. Statistical experiments are carried out in a three-dimensional fault space which takes into account the inputs applied to the system, fault occurrence times and fault locations.
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