Recent Advances of Edge Cache in Radio Access Networks for Internet of Things: Techniques, Performances, and Challenges

被引:57
|
作者
Piao, Zhuying [1 ]
Peng, Mugen [1 ]
Liu, Yaqiong [1 ]
Daneshmand, Mahmoud [2 ]
机构
[1] Beijing Univ Posts & Telecommun, Minist Educ, Key Lab Universal Wireless Commun, Beijing 100876, Peoples R China
[2] Stevens Inst Technol, Sch Business, Hoboken, NJ 07030 USA
基金
中国国家自然科学基金;
关键词
Edge cache; fifth generation (5G); Internet of Things (IoT); latency; D2D COMMUNICATIONS; RESOURCE-ALLOCATION; FUNDAMENTAL LIMITS; CELLULAR NETWORKS; CLOUD; ARCHITECTURE; DELIVERY; SCHEME; GREEN;
D O I
10.1109/JIOT.2018.2866709
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The edge cache is an effective way to reduce the heavy traffic load and the end-to-end latency in radio access networks (RANs) for supporting a number of critical Internet of Things (IoT) services and applications. It has been verified to provide high spectral efficiency (SE), high energy efficiency (EE), and low latency. Along with several key techniques that have been applied, such as device-to-device communication and predictive caching, the edge cache techniques in RANs for IoT are becoming diversified. This paper comprehensively surveys the recent advances of the edge cache in RANs, including the key techniques and the corresponding performances. In particular, the key techniques are presented from the viewpoints of the deployment location of edge caches, content placement strategy, and coded caching. An advanced hierarchical edge cache structure is presented, and the main impacts on SE, EE, and latency of the key techniques are mainly summarized. Several open issues and challenges are identified as well to spur future investigations, in which the joint optimization of radio and cache resources, the edge cache with mobile edge computing and network intelligence, privacy, and security are discussed.
引用
收藏
页码:1010 / 1028
页数:19
相关论文
共 50 条
  • [1] Internet of Things in agriculture, recent advances and future challenges
    Tzounis, Antonis
    Katsoulas, Nikolaos
    Bartzanas, Thomas
    Kittas, Constantinos
    BIOSYSTEMS ENGINEERING, 2017, 164 : 31 - 48
  • [2] Recent Advances in Internet of Things and Emerging Social Internet of Things: Vision, Challenges and Trends
    Amin, Farhan
    Asghar, Ikram
    Ali, Aftab
    Hwang, Seong-Oun
    ELECTRONICS, 2022, 11 (13)
  • [3] Edge Computing in Industrial Internet of Things: Architecture, Advances and Challenges
    Qiu, Tie
    Chi, Jiancheng
    Zhou, Xiaobo
    Ning, Zhaolong
    Atiquzzaman, Mohammed
    Wu, Dapeng Oliver
    IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2020, 22 (04): : 2462 - 2488
  • [4] Value-aware cache replacement in edge networks for Internet of Things
    Peng, Ting
    Wang, Haohao
    Liang, Cangming
    Dong, Pingping
    Wei, Yehua
    Yu, Jianping
    Zhang, Lianming
    TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2021, 32 (09)
  • [5] A survey on indexing techniques for mobility in Internet of Things': Challenges, performances, and perspectives
    Badarneh, Hazem Jihad
    Ravana, Sri Devi
    Mansoor, Ali Mohammed
    INTERNATIONAL JOURNAL OF NETWORK MANAGEMENT, 2020, 30 (04)
  • [6] IEEE Access Special Section Editorial: Internet-of-Things Attacks and Defenses: Recent Advances and Challenges
    Meng, Weizhi
    Lopez, Javier
    Xu, Shouhuai
    Su, Chunhua
    Lu, Rongxing
    IEEE ACCESS, 2021, 9 : 108846 - 108850
  • [7] Recent advances of heterogenous radio access networks: A survey
    Sun Y.
    Peng M.
    Peng, Mugen (pmg@bupt.edu.cn), 2018, River Publishers (14): : 345 - 366
  • [8] Internet-of-Things-Based Smart Cities: Recent Advances and Challenges
    Mehmood, Yasir
    Ahmad, Farhan
    Yaqoob, Ibrar
    Adnane, Asma
    Imran, Muhammad
    Guizani, Sghaier
    IEEE COMMUNICATIONS MAGAZINE, 2017, 55 (09) : 16 - 24
  • [9] Internet of things forensics: Recent advances, taxonomy, requirements, and open challenges
    Yaqoob, Ibrar
    Hashem, Ibrahim Abaker Targio
    Ahmed, Arif
    Kazmi, S. M. Ahsan
    Hong, Choong Seon
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 92 : 265 - 275
  • [10] INTERNET OF THINGS ARCHITECTURE: RECENT ADVANCES, TAXONOMY, REQUIREMENTS, AND OPEN CHALLENGES
    Yaqoob, Ibrar
    Ahmed, Ejaz
    Hashem, Ibrahim Abaker Targio
    Ahmed, Abdelmuttlib Ibrahim Abdalla
    Gani, Abdullah
    Imran, Muhammad
    Guizani, Mohsen
    IEEE WIRELESS COMMUNICATIONS, 2017, 24 (03) : 10 - 16