A review on the edge caching mechanisms in the mobile edge computing: A social-aware perspective

被引:48
|
作者
Reiss-Mirzaei, Mohammad [1 ]
Ghobaei-Arani, Mostafa [1 ]
Esmaeili, Leila [1 ]
机构
[1] Islamic Azad Univ, Dept Comp Engn, Qom Branch, Qom, Iran
关键词
Edge caching; Mobile edge computing; Social-aware; User behavior; Social relationship; User preference; User mobility; Literature review;
D O I
10.1016/j.iot.2023.100690
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, we have witnessed the rapid development of the 5G technology, the computing capabilities of smartphones, and the use of these technologies and types of smart devices by users in everyday life. Along with the rapid growth of these technologies, new architectures at mobile edge caching (MEC) are also evolving. One of the aspects of smartphone's popularity is using social networks and sharing content between users of these networks. Generating various types of content on social networks is impressive and has caused huge data traffic in the network. Therefore, providing edge caching mechanisms in terms of social relationships and behavioral characteristics of users to reduce network traffic and delays in accessing popular content should be considered. As far as we know, no review paper has been provided in this context. In this paper, we intend to express the literature on the subject and then review the social-aware edge caching mechanisms. Then, we consider users' social and behavioral characteristics that are effective in caching strategies. Furthermore, we provide a taxonomy of social-aware edge caching approaches consisting of game theory-based, machine learning-based, model-based, and heuristic-based approaches. Finally, this study concludes by outlining some of the challenges ahead and research future directions.
引用
收藏
页数:22
相关论文
共 50 条
  • [1] Deep Reinforcement Learning for Social-Aware Edge Computing and Caching in Urban Informatics
    Zhang, Ke
    Cao, Jiayu
    Liu, Hong
    Maharjan, Sabita
    Zhang, Yan
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 16 (08) : 5467 - 5477
  • [2] Joint Social-Aware and Mobility-Aware Computation Offloading in Heterogeneous Mobile Edge Computing
    Xu, Chenglin
    Xu, Cheng
    Li, Bo
    Li, Siqi
    Li, Tao
    IEEE ACCESS, 2022, 10 : 28600 - 28613
  • [3] Social-Aware Edge Caching in Fog Radio Access Networks
    Wang, Xiang
    Leng, Supeng
    Yang, Kun
    IEEE ACCESS, 2017, 5 : 8492 - 8501
  • [4] Social-Aware Edge Caching for UAV-Assisted Metaverse Systems
    Li, Ya
    Wu, Guoquan
    Tang, Jianhang
    IEEE CONFERENCE ON GLOBAL COMMUNICATIONS, GLOBECOM, 2023, : 6898 - 6903
  • [5] Social-Aware Graph-Based Collaborative Caching in Edge-User Networks
    Wu, Dapeng
    Li, Jifang
    He, Peng
    Cui, Yaping
    Wang, Ruyan
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 72 (06) : 7926 - 7941
  • [6] Digital Twin Empowered Content Caching in Social-Aware Vehicular Edge Networks
    Zhang, Ke
    Cao, Jiayu
    Maharjan, Sabita
    Zhang, Yan
    IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2022, 9 (01) : 239 - 251
  • [7] Social-aware D2D Caching Content Deployment Strategy over Edge Computing Wireless Networks
    Xu, Tingting
    Jiao, Jian
    Chen, Xin
    Chen, Ying
    2018 27TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND NETWORKS (ICCCN), 2018,
  • [8] Mobility-Aware Service Caching in Mobile Edge Computing for Internet of Things
    Wei, Hua
    Luo, Hong
    Sun, Yan
    SENSORS, 2020, 20 (03)
  • [9] Dynamic Caching Dependency-Aware Task Offloading in Mobile Edge Computing
    Zhao, Liang
    Zhao, Zijia
    Hawbani, Ammar
    Liu, Zhi
    Tan, Zhiyuan
    Yu, Keping
    IEEE TRANSACTIONS ON COMPUTERS, 2025, 74 (05) : 1510 - 1523
  • [10] Task Offloading and Caching for Mobile Edge Computing
    Tang, Chaogang
    Zhu, Chunsheng
    Wei, Xianglin
    Wu, Huaming
    Li, Qing
    Rodrigues, Joel J. P. C.
    IWCMC 2021: 2021 17TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2021, : 698 - 702