Joint Optimization of Computation, Communication and Caching in D2D-Assisted Caching-Enhanced MEC System

Author:

Ge Jiaqi1ORCID,Xu Gaochao1,Zhang Yang23ORCID,Lu Jianchao3ORCID,Chen Haihua4ORCID,Meng Xiangyu1

Affiliation:

1. College of Computer Science and Technology, Jilin University, Changchun 130012, China

2. School of Information Management, Wuhan University, Wuhan 430072, China

3. School of Computing, Macquarie University, Sydney, NSW 2109, Australia

4. Department of Information Science, University of North Texas, Denton, TX 76205, USA

Abstract

In the era of intelligent applications, Mobile Edge Computing (MEC) is emerging as a promising technology that provides abundant resources for mobile devices. However, establishing a direct connection to the MEC server is not always feasible for certain devices. This paper introduces a novel Device-to-Device (D2D)-assisted system to address this challenge. The system leverages idle helper devices to execute and offload tasks to the MEC server, thereby enhancing resource utilization and reducing offload time. To further minimize offloading time for latency-sensitive tasks, this paper incorporates edge caching. The problem is formulated by jointly optimizing computation, communication and caching, and a novel Joint Multiple Decision Optimization Algorithm (JMDOA) is proposed to solve the minimum-energy-consumption problem. Specifically, the JMDOA algorithm decomposes the integer-mixed non-convex optimization problem into two subproblems based on distinct properties of discrete variables. These subproblems are solved separately and optimized iteratively, ensuring convergence to a suboptimal solution. Simulations demonstrate the effectiveness and superiority of JMDOA, exhibiting lower energy consumption and reduced time compared to other baseline algorithms, approaching the optimum. This work contributes to the field by presenting a novel approach to optimizing resource allocation in MEC systems, with potential implications for the future development of intelligent applications.

Funder

China Scholarship Council

Jilin Province Science and Technology Development Plan Project

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Hardware and Architecture,Signal Processing,Control and Systems Engineering

Reference43 articles.

1. A view of cloud computing;Armbrust;Commun. ACM,2010

2. Cloud computing: State-of-the-art and research challenges;Zhang;J. Internet Serv. Appl.,2010

3. Mobile edge computing: A survey;Abbas;IEEE Internet Things J.,2017

4. A survey on mobile edge computing: The communication perspective;Mao;IEEE Commun. Surv. Tutorials,2017

5. A survey on mobile augmented reality with 5G mobile edge computing: Architectures, applications and technical aspects;Siriwardhana;IEEE Commun. Surv. Tutorials,2021

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3