Toward Edge Intelligence: Multiaccess Edge Computing for 5G and Internet of Things

被引:288
|
作者
Liu, Yaqiong [1 ]
Peng, Mugen [1 ,2 ]
Shou, Guochu [1 ]
Chen, Yudong [3 ]
Chen, Siyu [4 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Informat & Commun Engn, Beijing 100876, Peoples R China
[2] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
[3] Beijing Univ Posts & Telecommun, Sch Cyberspace Secur, Beijing 100876, Peoples R China
[4] Beijing Univ Posts & Telecommun, Int Sch, Beijing 100876, Peoples R China
来源
IEEE INTERNET OF THINGS JOURNAL | 2020年 / 7卷 / 08期
基金
中国国家自然科学基金;
关键词
Edge computing; edge intelligence; fifth generation (5G); Internet of Things (IoT); low latency; mobile-edge computing; multiaccess edge computing (MEC); NONORTHOGONAL MULTIPLE-ACCESS; RESOURCE-ALLOCATION; INDUSTRIAL INTERNET; WIRELESS NETWORKS; C-RAN; JOINT OPTIMIZATION; USER ASSOCIATION; CLOUD; RADIO; MANAGEMENT;
D O I
10.1109/JIOT.2020.3004500
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To satisfy the increasing demand of mobile data traffic and meet the stringent requirements of the emerging Internet-of-Things (IoT) applications such as smart city, healthcare, and augmented/virtual reality (AR/VR), the fifth-generation (5G) enabling technologies are proposed and utilized in networks. As an emerging key technology of 5G and a key enabler of IoT, multiaccess edge computing (MEC), which integrates telecommunication and IT services, offers cloud computing capabilities at the edge of the radio access network (RAN). By providing computational and storage resources at the edge, MEC can reduce latency for end users. Hence, this article investigates MEC for 5G and IoT comprehensively. It analyzes the main features of MEC in the context of 5G and IoT and presents several fundamental key technologies which enable MEC to be applied in 5G and IoT, such as cloud computing, software-defined networking/network function virtualization, information-centric networks, virtual machine (VM) and containers, smart devices, network slicing, and computation offloading. In addition, this article provides an overview of the role of MEC in 5G and IoT, bringing light into the different MEC-enabled 5G and IoT applications as well as the promising future directions of integrating MEC with 5G and IoT. Moreover, this article further elaborates research challenges and open issues of MEC for 5G and IoT. Last but not least, we propose a use case that utilizes MEC to achieve edge intelligence in IoT scenarios.
引用
收藏
页码:6722 / 6747
页数:26
相关论文
共 50 条
  • [31] The Role of Edge Computing in Internet of Things
    Hassan, Najmul
    Gillani, Saira
    Ahmed, Ejaz
    Yaqoob, Ibrar
    Imran, Muhammad
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2018, 56 (11) : 110 - 115
  • [32] Editorial: Edge Computing for the Internet of Things
    Chi, Hao Ran
    [J]. JOURNAL OF SENSOR AND ACTUATOR NETWORKS, 2023, 12 (01)
  • [33] Mobile Edge Computing Enabled 5G Health Monitoring for Internet of Medical Things: A Decentralized Game Theoretic Approach
    Ning, Zhaolong
    Dong, Peiran
    Wang, Xiaojie
    Hu, Xiping
    Guo, Lei
    Hu, Bin
    Guo, Yi
    Qiu, Tie
    Kwok, Ricky Y. K.
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2021, 39 (02) : 463 - 478
  • [34] A Hybrid Technique Based on a Genetic Algorithm for Fuzzy Multiobjective Problems in 5G, Internet of Things, and Mobile Edge Computing
    Shafiei, Allahkaram
    Jamshidi, Mohammad
    Khani, Farzad
    Talla, Jakub
    Peroutka, Zdenek
    Gantassi, Rahma
    Baz, Mohammed
    Cheikhrouhou, Omar
    Hamam, Habib
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021
  • [35] Future Edge Cloud and Edge Computing for Internet of Things Applications
    Pan, Jianli
    McElhannon, James
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2018, 5 (01): : 439 - 449
  • [36] Edge-Cloud Computing for Internet of Things Data Analytics: Embedding Intelligence in the Edge With Deep Learning
    Ghosh, Ananda Mohon
    Grolinger, Katarina
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (03) : 2191 - 2200
  • [37] Contextualized Design of IoT (Internet of Things) Finance for Edge Artificial Intelligence Computing
    Guo, Yixuan
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [38] Artificial Intelligence Empowered Traffic Control for Internet of Things with Mobile Edge Computing
    Qi, Lei
    [J]. JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2023, 32 (08)
  • [39] Special Issue on Artificial-Intelligence-Powered Edge Computing for Internet of Things
    Yang, Lei
    Chen, Xu
    Perlaza, Samir M.
    Zhang, Junshan
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (10): : 9224 - 9226
  • [40] Artificial Intelligence Edge Applications in 5G Networks
    Villasante Marcos, Carlota
    [J]. PROCEEDINGS OF SIXTH INTERNATIONAL CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGY (ICICT 2021), VOL 2, 2022, 236 : 269 - 279