Two Approximate Approaches for Reliability Evaluation in Large Networks. Comparative Study

P. Cașcaval, S. Floria
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引用次数: 1

Abstract

This paper deals with the complex problem of reliability evaluation of stochastic networks in which both links and nodes failures are considered, and compares two approximate approaches able to reduce the computation time: a sum of disjoint products (SDP) approach and another based on Monte Carlo simulation. In case of the SDP approach, the reliability is computed based on the minimal paths. In a first stage, only the links of the network are considered, and a ‘multiple variables inversion’ technique for developing the set of minimal paths into a sum of disjoint products is applied. Then, in a second stage, each term of the set of disjoint Iink- products is processed separately taking into consideration the reliability values for both links and adjacent nodes. In case of Monte Carlo simulation, for speeding up the method and reducing the computation time, both minimal paths and cuts are considered. Also, other acceleration techniques are applied.
大型网络可靠性评估的两种近似方法。比较研究
本文研究了考虑链路和节点故障的复杂随机网络可靠性评估问题,并比较了两种能够减少计算时间的近似方法:不相交积和法和基于蒙特卡罗模拟的方法。对于SDP方法,可靠性是基于最小路径计算的。在第一阶段,只考虑网络的链路,并采用“多变量反演”技术将最小路径集发展为不相交积的和。然后,在第二阶段,考虑链路和相邻节点的可靠性值,对不相交的链路产品集合中的每一项分别进行处理。在蒙特卡罗仿真中,为了提高算法的速度和减少计算时间,同时考虑了最小路径和切点。此外,还应用了其他加速技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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