Minimum Energy Resource Allocation in FOG Radio Access Network with Fronthaul and Latency Constraints

Jinghong Tan, Tsung-Hui Chang, Tony Q. S. Quek
{"title":"Minimum Energy Resource Allocation in FOG Radio Access Network with Fronthaul and Latency Constraints","authors":"Jinghong Tan, Tsung-Hui Chang, Tony Q. S. Quek","doi":"10.1109/SPAWC.2018.8445888","DOIUrl":null,"url":null,"abstract":"The fog radio access network has been proposed as a heterogeneous cloud computing system which allows mobile devices to offload computationally intensive tasks to the remote cloud and nearby edge node. In this paper, by taking into account latency and fronthaul constraints, we formulate a computation and communication resource allocation problem for optimally offloading the computation tasks to the remote cloud and the edge node while minimizing the computation and computation energy of the edge node. Due to the binary variables for remote cloud/edge node assignment and complex communication and computation resource constraints, the formulated design problem is challenging to solve. We show that the problem can actually be recast as a convex problem as long as the binary variables are given. Based on this result, we propose a heuristic iterative algorithm for solving the minimum energy resource allocation problem efficiently. Through simulations, we demonstrate that the proposed algorithm performs much better than simply offloading all the tasks into the edge node or the remote cloud.","PeriodicalId":240036,"journal":{"name":"2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SPAWC.2018.8445888","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

The fog radio access network has been proposed as a heterogeneous cloud computing system which allows mobile devices to offload computationally intensive tasks to the remote cloud and nearby edge node. In this paper, by taking into account latency and fronthaul constraints, we formulate a computation and communication resource allocation problem for optimally offloading the computation tasks to the remote cloud and the edge node while minimizing the computation and computation energy of the edge node. Due to the binary variables for remote cloud/edge node assignment and complex communication and computation resource constraints, the formulated design problem is challenging to solve. We show that the problem can actually be recast as a convex problem as long as the binary variables are given. Based on this result, we propose a heuristic iterative algorithm for solving the minimum energy resource allocation problem efficiently. Through simulations, we demonstrate that the proposed algorithm performs much better than simply offloading all the tasks into the edge node or the remote cloud.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
具有前传和延迟约束的光纤陀螺无线接入网的最小能量分配
雾无线接入网是一种异构云计算系统,它允许移动设备将计算密集型任务卸载到远程云和附近的边缘节点。本文在考虑延迟和前传约束的基础上,提出了一种计算和通信资源分配问题,在最小化边缘节点的计算和计算能量的同时,将计算任务最优地卸载到远程云和边缘节点。由于远程云/边缘节点分配的二元变量以及复杂的通信和计算资源约束,公式化设计问题具有挑战性。我们证明,只要二元变量是给定的,这个问题实际上可以被转化为一个凸问题。在此基础上,提出了一种有效求解最小能源分配问题的启发式迭代算法。通过仿真,我们证明了所提出的算法比简单地将所有任务卸载到边缘节点或远程云上要好得多。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Neural Successive Cancellation Decoding of Polar Codes Analysis of Some Well-Rounded Lattices in Wiretap Channels Two-Way Full-Duplex MIMO with Hybrid TX-RX MSE Minimization and Interference Cancellation Minimum Energy Resource Allocation in FOG Radio Access Network with Fronthaul and Latency Constraints A Distance and Bandwidth Dependent Adaptive Modulation Scheme for THz Communications
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1