Demonstration of AI-Assisted Intent-Based Traffic Grooming in 5G Optical Access Network

被引:0
|
作者
Guan, Luyao [1 ]
Zhang, Min [1 ]
Wang, Danshi [1 ]
Zhang, Chunyu [1 ]
机构
[1] Beijing Univ Posts & Telecommun BUPT, State Key Lab Informat Photon & Opt Commun, Beijing 100876, Peoples R China
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We propose an AI-assisted intent-based traffic grooming scheme in 5G optical access network. The experimental results show scheme achieves autonomous decision-making for service assurance and efficiently optimizes network performance by AI-assisted intent-based traffic grooming.
引用
收藏
页数:3
相关论文
共 50 条
  • [1] Al-assisted intent-based traffic grooming in a dynamically shared 5g optical fronthaul network
    Guan, Luyao
    Zhang, Min
    Gui, Yihan
    Zhang, Chunyu
    Yang, Hui
    Boucouvalas, Anthony C.
    Wang, Danshi
    [J]. OPTICS EXPRESS, 2021, 29 (15) : 23113 - 23130
  • [2] Demonstration of AI-Assisted Energy-Efficient Traffic Aggregation in 5G Optical Access Network
    Guan, Luyao
    Zhang, Min
    Wang, Danshi
    [J]. 2020 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXPOSITION (OFC), 2020,
  • [3] Demonstration of a Real-Time ML Pipeline for Traffic Forecasting in AI-Assisted F5G Optical Access Networks
    Balanici, Mihail
    Bergk, Geronimo
    Safari, Pooyan
    Shariati, Behnam
    Fischer, Johannes Karl
    Freund, Ronald
    [J]. 2022 EUROPEAN CONFERENCE ON OPTICAL COMMUNICATION (ECOC), 2022,
  • [4] Slicing the Core Network and Radio Access Network Domains through Intent-Based Networking for 5G Networks
    Abbas, Khizar
    Afaq, Muhammad
    Ahmed Khan, Talha
    Rafiq, Adeel
    Song, Wang-Cheol
    [J]. ELECTRONICS, 2020, 9 (10) : 1 - 25
  • [5] AI-Driven Intent-Based Networking for 5G Enhanced Robot Autonomy
    Sophocleous, Marios
    Lessi, Christina
    Xu, Zhao
    Spanhel, Jakub
    Qiu, Renxi
    Lendinez, Adrian
    Chondroulis, Ioannis
    Belikaidis, Ioannis
    [J]. ARTIFICIAL INTELLIGENCE APPLICATIONS AND INNOVATIONS. AIAI 2022 IFIP WG 12.5 INTERNATIONAL WORKSHOPS, 2022, 652 : 61 - 70
  • [6] Demo: Intent-Based 5G IoT Application Network Slice Deployment
    Aklamanu, Fred
    Randriamasy, Sabine
    Renault, Eric
    [J]. PROCEEDINGS OF THE 2019 10TH INTERNATIONAL CONFERENCE ON NETWORKS OF THE FUTURE (NOF 2019), 2019, : 141 - 143
  • [7] Intent-based Mobile Backhauling for 5G Networks
    Subramanya, Tejas
    Riggio, Roberto
    Rasheed, Tinku
    [J]. 2016 12TH INTERNATIONAL CONFERENCE ON NETWORK AND SERVICE MANAGEMENT AND WORKSHOPS(CNSM 2016), 2016, : 348 - 352
  • [8] Towards Intent-Based Network Management: Large Language Models for Intent Extraction in 5G Core Networks
    Manias, Dimitrios Michael
    Chouman, Ali
    Shami, Abdallah
    [J]. 20TH INTERNATIONAL CONFERENCE ON THE DESIGN OF RELIABLE COMMUNICATION NETWORKS, DRCN 2024, 2024,
  • [9] AI-based Traffic Forecasting in 5G network
    Mohseni, Maryam
    Nikan, Soodeh
    Shami, Abdallah
    [J]. 2022 IEEE CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2022, : 188 - 192
  • [10] Network Slice Lifecycle Management for 5G Mobile Networks: An Intent-Based Networking Approach
    Abbas, Khizar
    Khan, Talha Ahmed
    Afaq, Muhammad
    Song, Wang-Cheol
    [J]. IEEE ACCESS, 2021, 9 : 80128 - 80146