Cache in fog computing design, concepts, contributions, and security issues in machine learning prospective

被引:12
|
作者
Naeem, Muhammad Ali [1 ]
Bin Zikria, Yousaf [2 ]
Ali, Rashid [3 ]
Tariq, Usman [4 ]
Meng, Yahui [1 ]
Bashir, Ali Kashif [5 ,6 ,7 ]
机构
[1] Guangdong Univ Petrochem Technol, Sch Sci, Maoming 525000, Peoples R China
[2] Yeungnam Univ, Dept Informat & Commun Engn, Gyongsan 38541, South Korea
[3] Univ Pompeu Fabra, Dept Informat & Commun Technol, Barcelona, Spain
[4] Prince Sattam Bin Abdulaziz Univ, Coll Comp Engn & Sci, Al Kharj 11942, Saudi Arabia
[5] Manchester Metropolitan Univ, Dept Comp & Math, Manchester, England
[6] Woxsen Univ, Woxsen Sch Business, Hyderabad, India
[7] Lebanese Amer Univ, Dept Comp Sci & Math, Beirut, Lebanon
关键词
Internet of things; Cloud computing; Fog computing; Caching; Latency; RESOURCE-MANAGEMENT; JOINT OPTIMIZATION; ENERGY-CONSUMPTION; EDGE; INTERNET; NETWORKS; THINGS; CHALLENGES; SCHEME; TECHNOLOGIES;
D O I
10.1016/j.dcan.2022.08.004
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The massive growth of diversified smart devices and continuous data generation poses a challenge to communication architectures. To deal with this problem, communication networks consider fog computing as one of promising technologies that can improve overall communication performance. It brings on-demand services proximate to the end devices and delivers the requested data in a short time. Fog computing faces several issues such as latency, bandwidth, and link utilization due to limited resources and the high processing demands of end devices. To this end, fog caching plays an imperative role in addressing data dissemination issues. This study provides a comprehensive discussion of fog computing, Internet of Things (IoTs) and the critical issues related to data security and dissemination in fog computing. Moreover, we determine the fog-based caching schemes and contribute to deal with the existing issues of fog computing. Besides, this paper presents a number of caching schemes with their contributions, benefits, and challenges to overcome the problems and limitations of fog computing. We also identify machine learning-based approaches for cache security and management in fog computing, as well as several prospective future research directions in caching, fog computing, and machine learning.
引用
收藏
页码:1033 / 1052
页数:20
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