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Optimization of Backup Resource Assignment for Middleboxes

机译:备用备份资源分配优化

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This paper presents three approaches to solve the problem of finding the optimal backup resource assignment which maximizes the survival probability of network functions of middleboxes. In the previous work, no mathematical model to solve this problem is provided, so we formulate the problem as a mixed-integer linear programming (MILP) problem as the first approach. Formulating this MILP problem includes some special steps, which are not considered in the previous work. The MILP problem is not always solved in a practical time when the problem size becomes large. Then, we develop two heuristic approaches by replacing the objective of the original MILP problem relying on the idea of balancing the failure probabilities of functions of connected components. Numerical results show that our two developed heuristic approaches improve the survival probability from a conventional heuristic algorithm in some cases and reduce computation time compared to obtaining the optimal solution. Furthermore, one of our developed heuristic approaches provides exactly the optimal solution with shorter computation time compared to the time solving the original MILP problem in a special case.
机译:本文介绍了三种方法来解决找到最佳备份资源分配的问题,最大化了中间盒网络函数的生存概率。在上一项工作中,没有提供解决此问题的数学模型,因此我们将问题标记为混合整数线性编程(MILP)问题作为第一种方法。制定此MILP问题包括一些特殊步骤,这些步骤在上一项工作中不考虑。当问题尺寸变大时,MILP问题并不总是在实际时间解决。然后,我们通过替换原始MILP问题的目标依赖于平衡连接组件的功能的故障概率的想法来开发两个启发式方法。数值结果表明,在某些情况下,我们的两个发达的启发式方法在传统的启发式算法中提高了生存概率,并与获得最佳解决方案相比降低计算时间。此外,与在特殊情况下解决原始MILP问题的时间相比,我们发达的启发式方法之一提供了更短的计算时间。

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