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Combination of Graph Reduction and Tie-set Techniques for Network Reliability Assessment

机译:用于网络可靠性评估的图形减少和系列技术的组合

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The reliability of the communication network is used as one of the quality of service factors defining the availability and the resilience of the operating networks. Many classical algorithms exist but most of them fail to be applied for real-time reliability assessment in complex networks where the calculation load is increased in function of the complexity. In the present work, a new algorithm is proposed to resolve the problem of the reliability evaluation for all kinds of networks (simple and complex). The algorithm is based on the combination of two classical reliability methods giving an efficient hybrid algorithm. Graph transformation method and tie sets methods are fused into multi stages algorithm. The network passes through many simplification layers based on series, parallel, and edge factoring graph transformation to transform a complex network into a simpler network. The simplified topology is then used as input for a classical algorithm; here the tie sets for the two-terminal reliability evaluation. A simulation is performed on a 11-node random complex network to compare the performances of the new algorithm to the existing algorithms. The results of the proposed algorithm are compared to those resulting from the use of tie sets algorithm in term of computing time. The implementation of the algorithms by MATLAB shows a noticeable improvement in the time for reliability calculation. The improvement depends on the selected commodity as source-destination pair. For example, the network under simulation shows an improvement in time computing compared to classical tie-set algorithm of 550% for the commodity (2)-(3). Also, there is no limitation on the size and complexity of the network.
机译:通信网络的可靠性被用作定义操作网络的可用性和弹性的服务质量因素之一。存在许多古典算法,但大多数都无法应用于复杂网络中的实时可靠性评估,其中计算负载在复杂性的功能上增加。在本作工作中,提出了一种新的算法来解决各种网络的可靠性评估问题(简单和复杂)。该算法基于提供高效混合算法的两个经典可靠性方法的组合。图形转换方法和系列集方法融合到多级算法中。该网络通过串联,并行和边缘分解图形转换来通过许多简化层,以将复杂网络转换为更简单的网络。然后将简化的拓扑用作经典算法的输入;这里是双终端可靠性评估的系列。在11节点随机复杂网络上执行模拟,以将新算法的性能与现有算法进行比较。将所提出的算法的结果与在计算时间期间使用Tie集合算法产生的结果进行比较。 MATLAB算法的实现显示了可靠性计算的时间明显的改进。改进取决于所选择的商品作为源目的地对。例如,与商品(2) - (3)的经典系列算法相比,网络下的网络显示了时间计算的改善(2) - (3)。此外,对网络的大小和复杂性没有限制。

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