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Optimal Virtual Network Function Deployment for 5G Network Slicing in a Hybrid Cloud Infrastructure
De Domenico, Antonio1,2; Liu, Ya-Feng3; Yu, Wei4
2020-12-01
发表期刊IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS
ISSN1536-1276
卷号19期号:12页码:7942-7956
摘要Network virtualization is a key enabler for 5G systems to support the expected use cases of vertical markets. In this context, we study the joint optimal deployment of Virtual Network Functions (VNFs) and allocation of computational resources in a hybrid cloud infrastructure by taking the requirements of the 5G services and the characteristics of the cloud architecture into consideration. The resulting mixed-integer problem is reformulated as an integer linear problem, which can be solved by using a standard solver. Our results underline the advantages of a hybrid infrastructure over a standard cloud radio access network consisting only of a central cloud, and show that the proposed mechanism to deploy VNF chains leads to high resource utilization efficiency and large gains in terms of the number of supported VNF chains. To deal with the computational complexity of optimizing a large number of clouds and VNF chains, we propose a simple low-complexity heuristic that attempts to find a feasible VNF deployment solution with a limited number of functional splits. Numerical results indicate that the performance of the proposed heuristic is close to the optimal one when the edge clouds are well dimensioned with respect to the computational requirements of the 5G services.
关键词Cloud computing 5G mobile communication Computer architecture Resource management Radio access networks Wireless communication 5G mobile communication network function virtualization (NFV) network slicing integer linear programming (ILP)
DOI10.1109/TWC.2020.3017628
收录类别SCI
语种英语
资助项目EU ; National Natural Science Foundation of China (NSFC)[11688101] ; National Natural Science Foundation of China (NSFC)[11671419] ; National Natural Science Foundation of China (NSFC)[11631013] ; Natural Sciences and Engineering Research Council (NSERC) of Canada via the Canada Research Chairs program
WOS研究方向Engineering ; Telecommunications
WOS类目Engineering, Electrical & Electronic ; Telecommunications
WOS记录号WOS:000597156900009
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/57787
专题中国科学院数学与系统科学研究院
通讯作者De Domenico, Antonio
作者单位1.CEA LETI, Grenoble, France
2.Huawei Technol, Paris Res Ctr, F-92100 Boulogne Billancourt, France
3.Chinese Acad Sci, State Key Lab Sci & Engn Comp, Inst Computat Math & Sci Engn Comp, Acad Math & Syst Sci, Beijing 100190, Peoples R China
4.Univ Toronto, Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
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GB/T 7714
De Domenico, Antonio,Liu, Ya-Feng,Yu, Wei. Optimal Virtual Network Function Deployment for 5G Network Slicing in a Hybrid Cloud Infrastructure[J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS,2020,19(12):7942-7956.
APA De Domenico, Antonio,Liu, Ya-Feng,&Yu, Wei.(2020).Optimal Virtual Network Function Deployment for 5G Network Slicing in a Hybrid Cloud Infrastructure.IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS,19(12),7942-7956.
MLA De Domenico, Antonio,et al."Optimal Virtual Network Function Deployment for 5G Network Slicing in a Hybrid Cloud Infrastructure".IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS 19.12(2020):7942-7956.
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