Video caching and scheduling with edge cooperation

IF 7.5 2区 计算机科学 Q1 TELECOMMUNICATIONS Digital Communications and Networks Pub Date : 2024-04-01 DOI:10.1016/j.dcan.2022.09.012
Zhidu Li , Fuxiang Li , Tong Tang , Hong Zhang , Jin Yang
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Abstract

In this paper, we explore a distributed collaborative caching and computing model to support the distribution of adaptive bit rate video streaming. The aim is to reduce the average initial buffer delay and improve the quality of user experience. Considering the difference between global and local video popularities and the time-varying characteristics of video popularity, a two-stage caching scheme is proposed to push popular videos closer to users and minimize the average initial buffer delay. Based on both long-term content popularity and short-term content popularity, the proposed caching solution is decouple into the proactive cache stage and the cache update stage. In the proactive cache stage, we develop a proactive cache placement algorithm that can be executed in an off-peak period. In the cache update stage, we propose a reactive cache update algorithm to update the existing cache policy to minimize the buffer delay. Simulation results verify that the proposed caching algorithms can reduce the initial buffer delay efficiently.

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具有边缘协作的视频缓存和调度
在本文中,我们探索了一种分布式协作缓存和计算模型,以支持自适应比特率视频流的分发。其目的是减少平均初始缓冲延迟,提高用户体验质量。考虑到全球和本地视频流行度的差异以及视频流行度的时变特性,本文提出了一种两阶段缓存方案,以将流行视频推送到用户附近,并最大限度地减少平均初始缓冲延迟。基于长期内容流行度和短期内容流行度,提出的缓存方案被分解为主动缓存阶段和缓存更新阶段。在主动缓存阶段,我们开发了一种可在非高峰期执行的主动缓存放置算法。在高速缓存更新阶段,我们提出了一种反应式高速缓存更新算法,用于更新现有的高速缓存策略,以尽量减少缓冲延迟。仿真结果验证了所提出的缓存算法能有效减少初始缓冲区延迟。
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来源期刊
Digital Communications and Networks
Digital Communications and Networks Computer Science-Hardware and Architecture
CiteScore
12.80
自引率
5.10%
发文量
915
审稿时长
30 weeks
期刊介绍: Digital Communications and Networks is a prestigious journal that emphasizes on communication systems and networks. We publish only top-notch original articles and authoritative reviews, which undergo rigorous peer-review. We are proud to announce that all our articles are fully Open Access and can be accessed on ScienceDirect. Our journal is recognized and indexed by eminent databases such as the Science Citation Index Expanded (SCIE) and Scopus. In addition to regular articles, we may also consider exceptional conference papers that have been significantly expanded. Furthermore, we periodically release special issues that focus on specific aspects of the field. In conclusion, Digital Communications and Networks is a leading journal that guarantees exceptional quality and accessibility for researchers and scholars in the field of communication systems and networks.
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