Traffic-Aware Network Slicing for 5G Networks in Cloud Fog-RAN over WDM Architecture

被引:0
|
作者
Ahsan, Muhammad [1 ,2 ]
Ahmed, Ashfaq [3 ]
Ekin, Sabit [4 ]
O'Hara, John [5 ]
Ahmad, Arsalan [2 ,5 ]
机构
[1] Univ Luxembourg, SnT Ctr, Esch Sur Alzette, Luxembourg
[2] NUST, Islamabad, Pakistan
[3] Khalifa Univ, Comp & Commun Engn Dept, Abu Dhabi, U Arab Emirates
[4] Texas A&M Univ, Engn Tech & Ind Dist Dept, College Stn, TX 77843 USA
[5] Oklahoma State Univ, Elect & Comp Engn Dept, Stillwater, OK 74078 USA
基金
美国国家科学基金会;
关键词
5G; Network Slicing; CF-RAN over WDM; URLLC; eMBB; mMTC;
D O I
10.1109/SMARTNETS61466.2024.10577646
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Fifth generation (5G) mobile networks will utilize network slicing to support a diverse range of services, each with distinct specifications for data rate, latency, and reliability. These services are broadly classified into 3 main categories: ultra-reliable low-latency communication (URLLC), enhanced mobile broadband (eMBB), and massive machine type communication (mMTC). Network slicing efficiently provisions these services by creating multiple virtual networks over the same physical infrastructure using network function virtualization (NFV). In this paper, we propose a traffic-aware network slicing scheme by levaraging a 3-layer cloud fog radio access network (RAN) (CF-RAN) over wavelength division multiplexing (WDM) architecture. This network architecture consists of remote radio heads (RRHs) at the first layer, fog nodes at the second layer, and baseband unit (BBU) hotels at the third layer. The fronthaul for incoming URLLC requests are served at the fog nodes because of their stringent latency requirements, while the fronthaul for eMBB and mMTC requests is handled at BBU hotels. The proposed architecture dynamically adapts to the random traffic generated by each RRH. Furthermore, we propose a heuristic algorithm to investigate how changes in the service request ratio effects the overall performance of the proposed architecture. The algorithm minimizes resource utilization while maintaining maximum network connectivity. The results demonstrate the impact of incoming slice request variation on the number of active nodes, number of served requests, and aggregated fronthaul delay.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Efficient Network Slicing for 5G Services in Cloud Fog-RAN Deployment Over WDM Network
    Ahsan, Muhammad
    Ahmed, Ashfaq
    Fida, Huma
    Al-Dweik, Arafat
    Hashmi, Umair Sajid
    Ahmad, Arsalan
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 72 (09) : 12099 - 12112
  • [2] Traffic-Aware Cloud RAN: A Key for Green 5G Networks
    Saxena, Navrati
    Roy, Abhishek
    Kim, HanSeok
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2016, 34 (04) : 1010 - 1021
  • [3] A Feasible 5G Cloud-RAN Architecture with Network Slicing Functionality
    Lee, Chung-Nan
    Lee, Ming-Feng
    Wu, Jian-Min
    Chang, Wei-Chieh
    [J]. 2018 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2018, : 442 - 449
  • [4] Machine Learning Enabling Traffic-Aware Dynamic Slicing for 5G Optical Transport Networks
    Song, Chuang
    Zhang, Min
    Huang, Xuetian
    Zhan, Yueying
    Wang, Danshi
    Liu, Min
    Rong, Yanhong
    [J]. 2018 CONFERENCE ON LASERS AND ELECTRO-OPTICS (CLEO), 2018,
  • [5] Fronthaul for Cloud-RAN Enabling Network Slicing in 5G Mobile Networks
    Larsen, Line M. P.
    Berger, Michael S.
    Christiansen, Henrik L.
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2018,
  • [6] Traffic-Aware Dynamic Functional Split for 5G Cloud Radio Access Networks
    Gupta, Himank
    Franklin, Antony A.
    Kumar, Mayank
    Tamma, Bheemarjuna Reddy
    [J]. PROCEEDINGS OF THE 2022 IEEE 8TH INTERNATIONAL CONFERENCE ON NETWORK SOFTWARIZATION (NETSOFT 2022): NETWORK SOFTWARIZATION COMING OF AGE: NEW CHALLENGES AND OPPORTUNITIES, 2022, : 297 - 301
  • [7] 5G RAN Slicing for Deterministic Traffic
    Ginthoer, David
    Guillaume, Rene
    Schuengel, Maximilian
    Schotten, Hans D.
    [J]. 2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2021,
  • [8] Traffic-aware Advanced Sleep Modes management in 5G networks
    Salem, Fatma Ezzahra
    Chahed, Tijani
    Altman, Zwi
    Gati, Azeddine
    [J]. 2019 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2019,
  • [9] Functional Split-Aware Optimal BBU Placement for 5G Cloud-RAN Over WDM Access/Aggregation Network
    Ahsan, Muhammad
    Ahmed, Ashfaq
    Al-Dweik, Arafat
    Ahmad, Arsalan
    [J]. IEEE SYSTEMS JOURNAL, 2023, 17 (01): : 122 - 133
  • [10] Network Slicing Architecture for 5G Network
    Yoo, Taewhan
    [J]. 2016 INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY CONVERGENCE (ICTC 2016): TOWARDS SMARTER HYPER-CONNECTED WORLD, 2016, : 1010 - 1014