A Novel Distributed Media Caching Technique for Seamless Video Streaming in Multi-Access Edge Computing Networks

被引:1
|
作者
Osei-Mensah, Emmanuel [1 ]
Thabet, Saqr Khalil Saeed [1 ]
Luo, Chunbo [1 ,2 ]
Asiedu-Ayeh, Emelia [3 ]
Bamisile, Olusola [4 ]
Nyantakyi, Isaac Osei [1 ]
Adun, Humphrey [5 ]
机构
[1] Univ Elect Sci & Technol China, Sch Informat & Commun Engn, Chengdu 611731, Peoples R China
[2] Univ Elect Sci & Technol China, Yangtze Delta Reg Inst Huzhou, Huzhou 313001, Peoples R China
[3] Univ Elect Sci & Technol China, Sch Management Sci & Econ, Chengdu 611731, Peoples R China
[4] Chengdu Univ Technol, Coll Nucl Technol & Automat Engn, Chengdu 610059, Peoples R China
[5] Cyprus Int Univ, Energy Syst Engn Dept, Fac Engn, Mersin 10, TR-99258 Nicosia, Turkey
来源
APPLIED SCIENCES-BASEL | 2022年 / 12卷 / 09期
基金
中国国家自然科学基金;
关键词
Multi-Access Edge Computing (MEC); edge caching; distributed computing; resource allocation; edge network optimization; RESOURCE-ALLOCATION; OPTIMIZATION; 5G; ALGORITHM; FRAMEWORK; SYSTEMS;
D O I
10.3390/app12094205
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Online video is anticipated to be the largest fraction of all mobile network traffic aside from the huge processing tasks imposed on networks by the billions of IoT devices, causing unprecedented challenges to the current network architecture. Edge caching has been proposed as a highly promising technology to overcome this challenge by placing computational and data storage resources at the network edge to reduce latency and backhaul traffic. However, the edge resources are heavily constrained in their storage and computational capacities as large-scale deployments mean fairly distributing resources across the network. Addressing this limitation, we propose an edge video caching scheme that dynamically caches the first part of popularity-ranked video files on Multi-Edge Computing Access Node (MAN) servers envisioned to achieve higher cache hit ratios, lower latencies, and lower backhaul traffic. The concept of Regionally Organized Clouds (ROCs) with sufficient resources for file caching and compute-intensive tasks was introduced, and a formulation of the edge caching problem as an Integer Linear Programming (ILP) problem was made. Additionally, this study proposes a file view-time threshold for each cached video aimed at reducing the resource wastage caused when buffered contents are abandoned. Comparative evaluations of the proposed show its excellent performance over FIFO, Greedy, LFRU and TLRU schemes.
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页数:21
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