The Offline Virtual Network Function Packing Problem

Y. Carlinet, É. Gourdin, N. Perrot
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引用次数: 1

Abstract

This paper presents the offline Virtual Network Function Packing (VNF-P) problem, a new challenging optimization problem that telecom operators face when designing the cloud infrastructure to host virtual network functions, especially in the context of 5G networks deployment. The VNF-P problem is a generalization of the classical Bin Packing Problem, where VNFs are packed onto physical servers, while taking into account capacity constraints, variable bin size and cost, conflicts between items and between items and bins, some unsplittable items, and two-compartment bins. Our contributions to this problem include a formal definition of the VNF-P problem, exact procedures and heuristic algorithms to solve it. An efficient algorithm, providing a good quality lower bound by solving a relaxation of the problem, is also provided. Numerical experiments on realistic instances were conducted in order to compare the different approaches. They show that the classical results of the literature cannot be extended naturally to this variant. The proposed algorithms have been validated on real use-case studies at Orange, and have been embedded in an operational tool to design the future cloud infrastructure.
离线虚拟网络功能打包问题
本文提出了离线虚拟网络功能打包(VNF-P)问题,这是电信运营商在设计承载虚拟网络功能的云基础设施时面临的一个新的具有挑战性的优化问题,特别是在5G网络部署的背景下。VNF-P问题是经典Bin Packing问题的一般化,其中vnf被打包到物理服务器上,同时考虑到容量限制、可变的箱子大小和成本、物品之间以及物品与箱子之间的冲突、一些不可分割的物品以及两个隔间的箱子。我们对这个问题的贡献包括VNF-P问题的正式定义,精确的程序和启发式算法来解决它。本文还提供了一种有效的算法,通过求解问题的松弛来提供高质量的下界。在实际实例上进行了数值实验,比较了不同方法的优劣。它们表明,文献的经典结果不能自然地推广到这种变体。提出的算法已经在Orange的实际用例研究中得到验证,并已嵌入到设计未来云基础设施的操作工具中。
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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