Constrained App Data Caching Over Edge Server Graphs in Edge Computing Environment

计算机科学 边缘计算 GSM演进的增强数据速率 服务器 计算机网络 分布式计算 人工智能
作者
Xiaoyu Xia,Feifei Chen,John Grundy,Mohamed Abdelrazek,Hai Jin,Qiang He
出处
期刊:IEEE Transactions on Services Computing [Institute of Electrical and Electronics Engineers]
卷期号:15 (5): 2635-2647 被引量:40
标识
DOI:10.1109/tsc.2021.3062017
摘要

In recent years, edge computing, as an extension of cloud computing, has emerged as a promising paradigm for powering a variety of applications demanding low latency, e.g., virtual or augmented reality, interactive gaming, real-time navigation, etc. In the edge computing environment, edge servers are deployed at base stations to offer highly-accessible computing capacities to nearby end-users, e.g., CPU, RAM, storage, etc. From a service provider's perspective, caching app data on edge servers can ensure low latency in its users' data retrieval. Given constrained cache spaces on edge servers due to their physical sizes, the optimal data caching strategy must minimize overall user latency. In this article, we formulate this Constrained Edge Data Caching (CEDC) problem as a constrained optimization problem from the service provider's perspective and prove its $\mathcal {NP}$ -hardness. We propose an optimal approach named CEDC-IP to solve this CEDC problem with the Integer Programming technique. We also provide an approximation algorithm named CEDC-A for finding approximate solutions to large-scale CEDC problems efficiently and prove its approximation ratio. CEDC-IP and CEDC-A are evaluated on a real-world data set. The results demonstrate that they significantly outperform four representative approaches.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
脑洞疼应助科研通管家采纳,获得10
刚刚
刚刚
刚刚
李健应助科研通管家采纳,获得10
刚刚
科研通AI2S应助科研通管家采纳,获得10
刚刚
赘婿应助科研通管家采纳,获得10
刚刚
上官若男应助科研通管家采纳,获得10
刚刚
刚刚
李明发布了新的文献求助10
刚刚
刚刚
传奇3应助科研通管家采纳,获得10
刚刚
刚刚
我是老大应助科研通管家采纳,获得10
刚刚
迅速的爆米花完成签到,获得积分10
刚刚
所所应助科研通管家采纳,获得10
刚刚
刚刚
酷波er应助wkkky采纳,获得10
刚刚
刚刚
Lucas应助科研通管家采纳,获得10
刚刚
GuMingyang完成签到,获得积分10
1秒前
1秒前
QMZ完成签到,获得积分10
1秒前
小蘑菇应助科研通管家采纳,获得10
1秒前
帅气迎蕾完成签到,获得积分20
1秒前
1秒前
上官若男应助科研通管家采纳,获得10
1秒前
1秒前
1秒前
量子星尘发布了新的文献求助10
1秒前
Lucas应助科研通管家采纳,获得10
1秒前
小蘑菇应助科研通管家采纳,获得10
1秒前
所所应助科研通管家采纳,获得10
1秒前
1秒前
1秒前
1秒前
1秒前
1秒前
所所应助科研通管家采纳,获得10
1秒前
1秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Encyclopedia of Quaternary Science Reference Third edition 6000
Encyclopedia of Forensic and Legal Medicine Third Edition 5000
Introduction to strong mixing conditions volume 1-3 5000
Aerospace Engineering Education During the First Century of Flight 3000
Agyptische Geschichte der 21.30. Dynastie 3000
Les Mantodea de guyane 2000
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5784847
求助须知:如何正确求助?哪些是违规求助? 5684004
关于积分的说明 15465575
捐赠科研通 4913804
什么是DOI,文献DOI怎么找? 2644941
邀请新用户注册赠送积分活动 1592845
关于科研通互助平台的介绍 1547234