A cut-based algorithm for reliability analysis of terminal-pair network using OBDD

Yung-Ruei Chang, Hung-Yau Lin, Ing-Yi Chen, S. Kuo
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引用次数: 16

Abstract

In this paper, we propose an algorithm to construct the ordered binary decision diagram (OBDD) representing the cut function of a terminal-pair network. The algorithm recognizes isomorphic sub-problems and thus avoids redundant computations. The system reliability could be efficiently computed by the OBDD. Finally, we propose an approach to compute the importance measures for multiple components by traversing the OBDD only once. The correctness and the effectiveness of our approach are demonstrated by experiments on 30 benchmark networks. The experimental results on a 2-by-100 lattice network, which has 2/sup 99/ paths or 10,000 cuts, show an impressive improvement compared to the previous works using the sum of disjoint products method that have exponential complexity. The CPU time of our method, including the calculation of not only the reliability but also the importance measures, for a 100-stage lattice network is only about 0.24 seconds. Thus, this approach is very helpful for the reliability and sensitivity analysis of large networks.
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基于切割的OBDD终端对网络可靠性分析算法
本文提出了一种构造表示终端对网络切函数的有序二元决策图(OBDD)算法。该算法识别同构子问题,避免了冗余计算。利用OBDD可以有效地计算系统的可靠性。最后,我们提出了一种通过只遍历一次OBDD来计算多个组件的重要性度量的方法。在30个基准网络上的实验验证了该方法的正确性和有效性。在2 × 100晶格网络上的实验结果显示,与之前使用具有指数复杂度的不相交积和方法相比,具有2/sup 99/路径或10,000个切割的工作有了令人印象深刻的改进。对于一个100级的晶格网络,该方法的CPU时间(包括可靠性和重要性度量的计算)仅为0.24秒。因此,该方法对大型网络的可靠性和灵敏度分析有很大的帮助。
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