Application of artificial intelligence in NFV

Zengyi LIU; Bo LEI; Mingchuan YANG

doi:10.11959/j.issn.1000-0801.2019094

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Application of artificial intelligence in NFV

Topics:intelligent communication technologies and applications | 更新时间：2024-06-05

- Application of artificial intelligence in NFV
- Telecommunications Science Vol. 35, Issue 5, Pages: 1-8(2019)
- 作者机构：
- 作者简介：
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- DOI：10.11959/j.issn.1000-0801.2019094
  CLC： TN915
- Published Online：2019-05，
  
  Published：20 May 2019
- 稿件说明：
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Zengyi LIU, Bo LEI, Mingchuan YANG. Application of artificial intelligence in NFV[J]. Telecommunications science, 2019, 35(5): 1-8.
DOI：

Zengyi LIU, Bo LEI, Mingchuan YANG. Application of artificial intelligence in NFV[J]. Telecommunications science, 2019, 35(5): 1-8. DOI： 10.11959/j.issn.1000-0801.2019094.

摘要

如何解决网络功能虚拟化（NFV）后复杂的管理问题、如何对网络进行灵活调度，是NFV发展亟需解决的问题。人工智能技术的兴起，为NFV系统内的管理和编排提供了新的解决方案。对NFV及人工智能的发展现状进行了总结性介绍，通过剖析NFV落地面临的问题，讨论了人工智能在NFV领域的应用场景，最后通过实验论证，提出了基于机器学习的智能VNF生命周期管理方案，为人工智能在NFV中的应用提供参考。

Abstract

How to deal with the complicated management problem after network function virtualization

how to flexibly schedule the network

all these problems need to be solved in order to develop the NFV.The rise of artificial intelligence provides a new solution for the management and orchestration in the NFV system.The present situations of NFV and artificial intelligence were summarily introduced

and use-cases of artificial intelligence in NFV were discussed.In addition

a solution for the management of VNF lifecycle management based on machine learning was proposed to provide reference for artificial intelligence technology in the application of NFV.

关键词

Keywords

references

ETSI . Protocols and data models; NFV descriptors based on TOSCA specification:network functions virtualization (NFV) Release 2 [S ] . 2007 .

王志宏 , 杨震 . 人工智能技术研究及未来智能化信息服务体系的思考 [J ] . 电信科学 , 2017 , 33 ( 5 ): 1 - 11 .

WANG Z H , YANG Z . Research on artificial intelligence technology and the future intelligent information service architecture [J ] . Telecommunications Science , 2017 , 33 ( 5 ): 1 - 11 .

ETSI . Protocols and data models; RESTful protocols specification for the Os-Ma-nfvo reference point:network functions virtualization (NFV) Release 2 [S ] . 2017 .

马书惠 , 毋涛 . NFV标准与开源技术现状 [J ] . 电信科学 , 2016 , 32 ( 3 ): 43 - 47 .

MA S H , WU T . Standards and open source technology of NFV [J ] . Telecommunications Science , 2016 , 32 ( 3 ): 43 - 47 .

GREFF K , SRIVASTAVA R K , KOUTNÍK J , et al . LSTM:a search space odyssey [J ] . IEEE Transactions on Neural Networks ＆ Learning Systems , 2016 , 28 ( 10 ): 2222 - 2232 .

王海宁 , 赵慧玲 . NFVO 标准和实践 [J ] . 电信科学 , 2017 , 33 ( 4 ): 3 - 9 .

WANG H N , ZHAO H L . NFVO standards and practice [J ] . Telecommunications Science , 2017 , 33 ( 4 ): 3 - 9 .

FU Y , WANG S , WANG C X , et al . Artificial intelligence to manage network traffic of 5G wireless networks [J ] . IEEE Network , 2018 , 32 ( 6 ): 58 - 64 .

赵慧玲 , 史凡 . SDN/NFV的发展与挑战 [J ] . 电信科学 , 2014 , 30 ( 8 ): 13 - 18 .

ZHAO H L , SHI F . Development and challenge of SDN/NFV [J ] . Telecommunications Science , 2014 , 30 ( 8 ): 13 - 18 .

李晨 , 段晓东 , 陈炜 , 等 . SDN和NFV的思考与实践 [J ] . 电信科学 , 2014 , 30 ( 8 ): 23 - 27 .

LI C , DUAN X D , CHEN W , et al . Thoughts and practices about SDN and NFV [J ] . Telecommunications Science , 2014 , 30 ( 8 ): 23 - 27 .

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