Empirical-Bayesian availability indices of safety and time critical software systems with corrective maintenance

M. Sahinoglu, E. Chow
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引用次数: 6

Abstract

If the recovery or remedial time is not incorporated in the reliability of a software module in a safety and time-critical integrated system operation, then a mere reliability index based on failure characteristics is simply not adequate and realistic. In deriving the probability density function (pdf) of the software availability, empirical Bayesian procedures will be used to employ expert engineering judgment through appropriate noninformative and informative prior distribution functions employing various definitions of risk functions. It is emphasized that the usage of maximum likelihood estimators regardless of the extent of historical data is erroneous and misleading.
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具有纠正性维护的安全和时间关键型软件系统的经验贝叶斯可用性指标
如果在安全和时间关键的集成系统运行中,没有将恢复或补救时间纳入软件模块的可靠性中,那么仅仅基于故障特征的可靠性指标是不充分和不现实的。在推导软件可用性的概率密度函数(pdf)时,将使用经验贝叶斯过程,通过适当的非信息和信息先验分布函数,采用各种风险函数定义,采用专家工程判断。需要强调的是,不管历史数据的程度如何,使用最大似然估计器是错误的和误导性的。
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