A fluid analysis of utility-based wireless scheduling policies

Peijuan Liu, R. Berry, M. Honig
{"title":"A fluid analysis of utility-based wireless scheduling policies","authors":"Peijuan Liu, R. Berry, M. Honig","doi":"10.1109/CDC.2004.1428984","DOIUrl":null,"url":null,"abstract":"We consider packet scheduling for the downlink in a wireless network, where each packet's service preferences are captured by a utility function that depends on the packet's delay. The goal is to schedule packet transmissions to maximize the total utility. We examine a simple gradient-based scheduling algorithm, the UR-rule, which is a type of generalized c/spl mu/-rule (Gc/spl mu/) that takes into account both a user's channel condition and derived utility. We study the performance of this scheduling rule for a draining problem. We formulate a \"large system\" fluid model for this draining problem where the number of packets increases while the packet-size decreases to zero, and give a complete characterization of the behavior of the UR scheduling rule in this limiting regime. We then give an optimal control formulation for finding the optimal scheduling policy for the fluid draining model. Using Pontryagin's minimum principle, we show that, when the user rates are chosen from a TDM-type of capacity region, the UR rule is in fact optimal in many cases. Finally, we consider non-TDM capacity regions and show that here the UR rule is optimal only in special cases.","PeriodicalId":254457,"journal":{"name":"2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2004-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CDC.2004.1428984","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

Abstract

We consider packet scheduling for the downlink in a wireless network, where each packet's service preferences are captured by a utility function that depends on the packet's delay. The goal is to schedule packet transmissions to maximize the total utility. We examine a simple gradient-based scheduling algorithm, the UR-rule, which is a type of generalized c/spl mu/-rule (Gc/spl mu/) that takes into account both a user's channel condition and derived utility. We study the performance of this scheduling rule for a draining problem. We formulate a "large system" fluid model for this draining problem where the number of packets increases while the packet-size decreases to zero, and give a complete characterization of the behavior of the UR scheduling rule in this limiting regime. We then give an optimal control formulation for finding the optimal scheduling policy for the fluid draining model. Using Pontryagin's minimum principle, we show that, when the user rates are chosen from a TDM-type of capacity region, the UR rule is in fact optimal in many cases. Finally, we consider non-TDM capacity regions and show that here the UR rule is optimal only in special cases.
基于实用程序的无线调度策略的流体分析
我们考虑无线网络下行链路的分组调度,其中每个分组的服务首选项由依赖于分组延迟的实用函数捕获。目标是调度数据包传输以最大化总效用。我们研究了一种简单的基于梯度的调度算法,ur规则,这是一种通用的c/spl mu/-规则(Gc/spl mu/),它同时考虑了用户的信道条件和派生效用。针对排水问题,研究了该调度规则的性能。对于这种包数增加而包大小减小为零的排水问题,我们建立了一个“大系统”流体模型,并给出了UR调度规则在该极限状态下的行为的完整表征。然后给出了流体排水模型的最优调度策略的最优控制公式。使用Pontryagin最小原则,我们表明,当用户速率从tdm类型的容量区域中选择时,UR规则实际上在许多情况下是最优的。最后,我们考虑了非时分复用容量区域,并证明了UR规则仅在特殊情况下是最优的。
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 求助全文
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信