VNetMapper: A fast and scalable approach to virtual networks embedding

Z. Despotovic, A. Hecker, Ahsan Malik, Riccardo Guerzoni, I. Vaishnavi, R. Trivisonno, S. Beker
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引用次数: 14

Abstract

Virtual network embedding is considered an important problem to solve in order to make infrastructure virtualization economically reasonable. The most efficient algorithms proposed so far define link and node mappings as optimal solutions of Integer Programming (IP) problems. They exhibit reasonably good performance only for small problem instance sizes, including few tens of nodes and links per physical substrate, few nodes and links per virtual request and a dozen of virtual requests to handle in parallel. However, we find these instances too small to be of any practical use. To address this scalability issue, we propose VNetMapper, an algorithm to solve the virtual network embedding problem based on an integer program formulation with appropriately selected objective function, variables and the set of constraints tuned to give an optimal performance. We show through simulations that VNetMapper can quickly, within seconds, solve large problem instances, involving physical substrates with hundreds of nodes and thousands of links and batches of hundreds of virtual network requests. By identifying exact properties that make VNetMapper so fast and scalable, we present guidelines for designing scalable integer programs.
VNetMapper:一种快速、可扩展的虚拟网络嵌入方法
为了使基础设施虚拟化经济合理,虚拟网络嵌入是一个需要解决的重要问题。目前提出的最有效的算法将链路和节点映射定义为整数规划问题的最优解。它们仅在较小的问题实例规模下表现出相当好的性能,包括每个物理基板只有几十个节点和链路,每个虚拟请求只有几个节点和链路,并行处理十几个虚拟请求。然而,我们发现这些实例太小,没有任何实际用途。为了解决这个可扩展性问题,我们提出了VNetMapper算法,这是一种基于整数程序公式解决虚拟网络嵌入问题的算法,该算法具有适当选择的目标函数、变量和调整的约束集,以获得最佳性能。我们通过模拟表明,VNetMapper可以在几秒钟内快速解决大型问题实例,涉及具有数百个节点和数千个链接的物理基底以及数百个虚拟网络请求的批量。通过确定使VNetMapper如此快速和可扩展的确切属性,我们提出了设计可扩展整数程序的指导方针。
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