Skip to main navigation Skip to search Skip to main content

Near-Optimal Resource Allocation and Virtual Network Function Placement at Network Edges

  • Stony Brook University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

6 Scopus citations

Abstract

Network Functions Virtualisation (NFV) has a magnificent prospect due to its cost-efficiency, manage-convenience, and flexibility. To promote these advantages, the placement of virtual network functions (VNFs) is a key technology. In this paper, we focus on minimizing the total resources of used commercial servers to provide an optimal VNF placement scheme in edge networks. As for the NP-hard problem, we first design a Largest Fit Decreasing algorithm (LFD) with a provable constant approximation ratio of 2 and the computational complexity of O(N2), where N is the number of VNFs. Besides, we improve it and further produce the Judge and Repeated Largest Fit Decreasing algorithm (JR-LFD), which has a bit larger computational complexity O(kN2), but a smaller asymptotic approximation ratio of 32, where k is the number of different server sizes. The simulation results demonstrate that the used resources derived by JR-LFD are always smaller than those by LFD. They both are extremely close to the optimal results and much smaller than the benchmark, which implies they improve the network resource utilization dramatically.

Original languageEnglish
Title of host publicationProceedings - 2021 IEEE 27th International Conference on Parallel and Distributed Systems, ICPADS 2021
PublisherIEEE Computer Society
Pages18-25
Number of pages8
ISBN (Electronic)9781665408783
DOIs
StatePublished - 2021
Event27th IEEE International Conference on Parallel and Distributed Systems, ICPADS 2021 - Beijing, China
Duration: Dec 14 2021Dec 16 2021

Publication series

NameProceedings of the International Conference on Parallel and Distributed Systems - ICPADS
Volume2021-December
ISSN (Print)1521-9097

Conference

Conference27th IEEE International Conference on Parallel and Distributed Systems, ICPADS 2021
Country/TerritoryChina
CityBeijing
Period12/14/2112/16/21

Keywords

  • Bin Packing
  • Constant Approximation Ratio
  • Edge Computing
  • Network Function Virtualization
  • Resource Optimization

Fingerprint

Dive into the research topics of 'Near-Optimal Resource Allocation and Virtual Network Function Placement at Network Edges'. Together they form a unique fingerprint.

Cite this