Timely Status Updating over Markov Channels in Downlink Wireless Networks with Stochastic Arrivals

Yanzhi Huang, Xijun Wang, Xinghua Sun, Xiang Chen
{"title":"Timely Status Updating over Markov Channels in Downlink Wireless Networks with Stochastic Arrivals","authors":"Yanzhi Huang, Xijun Wang, Xinghua Sun, Xiang Chen","doi":"10.1109/icicn52636.2021.9673961","DOIUrl":null,"url":null,"abstract":"In this paper, we consider a downlink wireless network, where a base station (BS) with stochastic arrivals transmits fresh status updates to different users over Markov channels. To quantity the freshness of information, a recently developed metric, called Age of Information (AoI), is used. We formulate a constrained optimization problem to find the optimal scheduling policy that minimizes the average weighted sum of the AoI at the user and the energy consumption at the BS. Due to the hardness of this problem, we recast it as a Restless Multi-Armed Bandit (RMAB) problem and decouple the problem into multiple sub-problems. After deriving the structural property of the optimal policy for the sub-problem, we establish the indexability of the sub-problem and design an algorithm to compute the Whittle’s index. Finally, we propose a scheduling policy based on the Whittle’s index. Simulation results demonstrate that our proposed scheduling policy performs comparably with the optimal policy.","PeriodicalId":231379,"journal":{"name":"2021 IEEE 9th International Conference on Information, Communication and Networks (ICICN)","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2021-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 9th International Conference on Information, Communication and Networks (ICICN)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/icicn52636.2021.9673961","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

In this paper, we consider a downlink wireless network, where a base station (BS) with stochastic arrivals transmits fresh status updates to different users over Markov channels. To quantity the freshness of information, a recently developed metric, called Age of Information (AoI), is used. We formulate a constrained optimization problem to find the optimal scheduling policy that minimizes the average weighted sum of the AoI at the user and the energy consumption at the BS. Due to the hardness of this problem, we recast it as a Restless Multi-Armed Bandit (RMAB) problem and decouple the problem into multiple sub-problems. After deriving the structural property of the optimal policy for the sub-problem, we establish the indexability of the sub-problem and design an algorithm to compute the Whittle’s index. Finally, we propose a scheduling policy based on the Whittle’s index. Simulation results demonstrate that our proposed scheduling policy performs comparably with the optimal policy.
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
随机到达下行无线网络马尔可夫信道状态的及时更新
在本文中,我们考虑了一个下行无线网络,其中一个随机到达的基站(BS)通过马尔可夫信道向不同的用户发送新的状态更新。为了量化信息的新鲜度,使用了一种最近开发的度量,称为信息时代(AoI)。我们构造了一个约束优化问题,求出使用户处的AoI和BS处的能耗加权平均值最小的最优调度策略。由于该问题的复杂性,我们将其重构为一个不宁多臂强盗(RMAB)问题,并将其解耦为多个子问题。在推导出子问题最优策略的结构性质后,建立了子问题的可索引性,并设计了计算Whittle索引的算法。最后,提出了一种基于惠特尔指数的调度策略。仿真结果表明,本文提出的调度策略与最优调度策略性能相当。
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
Research on Single Observation Station Target Tracking Based on UKF Algorithm Deep Reinforcement Learning Based Autonomous Exploration under Uncertainty with Hybrid Network on Graph A Wireless Resource Management and Virtualization Method for Integrated Satellite-Terrestrial Network Smartphone Haptic Applications for Visually Impaired Users Recursive Compressed Sensing of Doubly-selective Sky-Wave Channel in Shortwave OFDM Systems
×
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