QGA-based network service extension algorithm in NFV

Hang QIU; Hongbo TANG; Wei YOU; Yu ZHAO; Yi BAI

doi:10.11959/j.issn.1000-436x.2022218

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QGA-based network service extension algorithm in NFV

Papers | 更新时间：2024-06-05

- QGA-based network service extension algorithm in NFV
- Journal on Communications Vol. 43, Issue 11, Pages: 44-52(2022)
- 作者机构：
  
  信息工程大学信息技术研究所，河南郑州 450002
- 作者简介：
- 基金信息：
  
  The National Key Research and Development Program of China(2020YFB1806607)
- DOI：10.11959/j.issn.1000-436x.2022218
  CLC： TP393.0
- Online First：2022-11，
  
  Published：25 November 2022
- 稿件说明：
移动端阅览
Hang QIU, Hongbo TANG, Wei YOU, et al. QGA-based network service extension algorithm in NFV[J]. Journal on Communications, 2022, 43(11): 44-52.
DOI：

Hang QIU, Hongbo TANG, Wei YOU, et al. QGA-based network service extension algorithm in NFV[J]. Journal on Communications, 2022, 43(11): 44-52. DOI： 10.11959/j.issn.1000-436x.2022218.

摘要

为满足用户新的应用需求或者添加额外的安全保护功能，研究了基于网络功能虚拟化的云网络中已部署网络服务实例的功能扩展问题。将云网络中的网络服务扩展建模为整数线性规划模型，考虑到初始服务部署不受影响、扩展图部署、资源容量和节点亲和性等约束。同时，为应对未来大规模云网络的动态性和复杂性，提出了一种基于量子遗传算法的网络服务扩展算法，该算法基于量子态通过量子并行运算来提高求解效率和求解质量。仿真结果表明，所提算法在扩展成功率和平均资源开销等方面均表现较好，且具有较低的时间复杂度。

Abstract

To meet the client’s new business requirements or add additional security protection functions

the already hosted network service extension problem in the cloud network based on network function virtualization was researched.The network service extension in the cloud network was modeled as an integer linear programming

considering the impact on initial service

extended graph deployment

resource capacity and virtual network function affinity constraints

and so on.To deal with the computational complexity and dynamism of future large-scale cloud networks

a QGA-based network service extension algorithm was proposed to improve solution efficiency and solution quality through quantum parallel computing.Simulation results prove that the efficient performance of the proposed algorithm in terms of extension successful ratio and average resource costs

and the proposed algorithm has low time complexity.

关键词

Keywords

references

ETSI GS NFV . Network functions virtualisation (NFV):architectural framework [R ] . 2014 .

ORDONEZ-LUCENA J , AMEIGEIRAS P , LOPEZ D , et al . Network slicing for 5G with SDN/NFV:concepts,architectures,and challenges [J ] . IEEE Communications Magazine , 2017 , 55 ( 5 ): 80 - 87 .

ETSI GS NFV . Network functions virtualisation (NFV):use case [R ] . 2013 .

YAO H , XIONG M Z , LI H , et al . Joint optimization of function mapping and preemptive scheduling for service chains in network function virtualization [J ] . Future Generation Computer Systems , 2020 , 108 : 1112 - 1118 .

HAWILO H , JAMMAL M , SHAMI A . Network function virtualization-aware orchestrator for service function chaining placement in the cloud [J ] . IEEE Journal on Selected Areas in Communications , 2019 , 37 ( 3 ): 643 - 655 .

ZHANG B , FAN Q L , ZHANG X , et al . A survey of VNF forwarding graph embedding in B5G/6G networks [J ] . Wireless Networks , 2021 ( 8 ): 1 - 24 .

ADDIS B , BELABED D , BOUET M , et al . Virtual network functions placement and routing optimization [C ] // Proceedings of IEEE 4th International Conference on Cloud Networking . Piscataway:IEEE Press , 2015 : 171 - 177 .

MEHRAGHDAM S , KELLER M , KARL H . Specifying and placing chains of virtual network functions [C ] // Proceedings of IEEE 3rd International Conference on Cloud Networking . Piscataway:IEEE Press , 2014 : 7 - 13 .

TASTEVIN N , OBADIA M , BOUET M . A graph approach to placement of service functions chains [C ] // Proceedings of IFIP/IEEE Symposium on Integrated Network and Service Management . Piscataway:IEEE Press , 2017 : 134 - 141 .

PEI J N , HONG P L , XUE K P , et al . Efficiently embedding service function chains with dynamic virtual network function placement in geo-distributed cloud system [J ] . IEEE Transactions on Parallel and Distributed Systems , 2019 , 30 ( 10 ): 2179 - 2192 .

KIM S , PARK S , KIM Y , et al . VNF-EQ:dynamic placement of virtual network functions for energy efficiency and QoS guarantee in NFV [J ] . Cluster Computing , 2017 , 20 ( 3 ): 2107 - 2117 .

LI X , QIAN C . The virtual network function placement problem [C ] // Proceedings of IEEE Conference on Computer Communications Workshops . Piscataway:IEEE Press , 2015 : 69 - 70 .

WANG S Y , LV T J . Deep reinforcement learning for demand-aware joint VNF placement-and-routing [C ] // Proceedings of IEEE Globecom Workshops . Piscataway:IEEE Press , 2019 : 1 - 6 .

袁泉 , 汤红波 , 黄开枝 , 等 . 基于Q-learning算法的vEPC虚拟网络功能部署方法 [J ] . 通信学报 , 2017 , 38 ( 8 ): 172 - 182 .

YUAN Q , TANG H B , HUANG K Z , et al . Deployment method for vEPC virtualized network function via Q-learning [J ] . Journal on Communications , 2017 , 38 ( 8 ): 172 - 182 .

YU H , YANG J H , FUNG C . Elastic network service chain with fine-grained vertical scaling [C ] // Proceedings of IEEE Global Communications Conference . Piscataway:IEEE Press , 2018 : 1 - 7 .

ETSI GS NFV-TST . Network functions virtualisation (NFV),predeployment testing,report on validation of NFV environments and services [R ] . 2016 .

HOUIDI O , SOUALAH O , LOUATI W , et al . Virtualized network services extension algorithms [C ] // Proceedings of IEEE 17th International Symposium on Network Computing and Applications . Piscataway:IEEE Press , 2018 : 1 - 5 .

LIU J J , LU W , ZHOU F , et al . On dynamic service function chain deployment and readjustment [J ] . IEEE Transactions on Network and Service Management , 2017 , 14 ( 3 ): 543 - 553 .

HOUIDI O , SOUALAH O , LOUATI W , et al . Dynamic VNF forwarding graph extension algorithms [J ] . IEEE Transactions on Network and Service Management , 2020 , 17 ( 3 ): 1389 - 1402 .

QIU H , TANG H B , YOU W , et al . Robust service provisioning of service function chain under demand uncertainty [J ] . IET Communications , 2022 , 16 ( 7 ): 803 - 814 .

邱航 , 汤红波 , 游伟 . 基于深度Q网络的在线服务功能链部署方法 [J ] . 电子与信息学报 , 2021 , 43 ( 11 ): 3122 - 3130 .

QIU H , TANG H B , YOU W . Online service function chain deployment method based on deep Q network [J ] . Journal of Electronics ＆Information Technology , 2021 , 43 ( 11 ): 3122 - 3130 .

LIU L , ZHOU Y Q , YUAN J H , et al . Economically optimal MS association for multimedia content delivery in cache-enabled heterogeneous cloud radio access networks [J ] . IEEE Journal on Selected Areas in Communications , 2019 , 37 ( 7 ): 1584 - 1593 .

BOIXO S , ISAKOV S V , SMELYANSKIY V N , et al . Characterizing quantum supremacy in near-term devices [J ] . Nature Physics , 2018 , 14 ( 6 ): 595 - 600 .

GONG L H , XIANG L Z , LIU S H , et al . Born machine model based on matrix product state quantum circuit [J ] . Physica A:Statistical Mechanics and Its Applications , 2022 ,593:126907.

ZHOU N R , XIA S H , MA Y , et al . Quantum particle swarm optimization algorithm with the truncated mean stabilization strategy [J ] . Quantum Information Processing , 2022 , 21 ( 2 ): 1 - 23 .

LAHOZ-BELTRA R . Quantum genetic algorithms for computer scientists [J ] . Computers , 2016 , 5 ( 4 ): 24 .

ORLOWSKI S , WESSAELY R , PIORO M , et al . SNDlib 1.0-survivable network design library [J ] . Networks , 2010 , 55 ( 3 ): 276 - 286 .

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