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An efficient algorithm for exact computation of system and survival signatures using binary decision diagrams

机译:使用二进制决策图精确计算系统和生存特征的有效算法

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System and survival signatures are important and popular tools for studying and analysing the reliability of systems. However, it is difficult to compute these signatures for systems with complex reliability structure functions and large numbers of components. This paper presents a new algorithm that is able to compute exact signatures for systems that are far more complex than is feasible using existing approaches. This is based on the use of reduced order binary decision diagrams (ROBDDs), multidimensional arrays and the dynamic programming paradigm. Results comparing the computational efficiency of deriving signatures for some example systems (including complex benchmark systems from the literature) using the new algorithm and a comparison enumerative algorithm are presented and demonstrate a significant reduction in computation time and improvement in scalability with increasing system complexity.
机译:系统和生存签名是研究和分析系统可靠性的重要且流行的工具。但是,对于具有复杂的可靠性结构功能和大量组件的系统,很难计算这些签名。本文提出了一种新算法,该算法能够为比使用现有方法可行的方法复杂得多的系统计算准确的签名。这基于使用降阶二进制决策图(ROBDD),多维数组和动态编程范例。给出了使用新算法和比较枚举算法比较某些示例系统(包括文献中的复杂基准系统)的派生签名的计算效率的结果,这些结果表明,随着系统复杂度的提高,计算时间显着减少,可扩展性得到改善。

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