Propagation of Chaos in Power Control Games for Energy-Efficient Wireless Networks

H. Baili
{"title":"Propagation of Chaos in Power Control Games for Energy-Efficient Wireless Networks","authors":"H. Baili","doi":"10.1109/QIR.2017.8168442","DOIUrl":null,"url":null,"abstract":"The question of energy management is a major engineering challenge in any wireless communication system that is constrained by finite battery resources. In this article we address the problem of transmit power control in a multi-user wireless network with a single base station and random time-varying channels transmitting in parallel and interfering between each other. We suggest a stochastic particle system for studying the game of control; specifically, the channels are modelled as purely discontinuous Markov processes with known characteristics. The signal to interference plus noise ratio (SINR) determines the interactions among particles. Dimensionality reduction of the multi-objective optimization problem relies on chaos propagation, i.e., on the fact that the independence of particles persists in time as and when their number becomes large. And then we solve the optimal control problem for one representative of the particle system. Here we develop a martingale approach for an alternative open-loop optimal control instead of the feedback one since the latter is not computationally feasible.","PeriodicalId":225743,"journal":{"name":"2017 15th International Conference on Quality in Research (QiR) : International Symposium on Electrical and Computer Engineering","volume":"103 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 15th International Conference on Quality in Research (QiR) : International Symposium on Electrical and Computer Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/QIR.2017.8168442","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

The question of energy management is a major engineering challenge in any wireless communication system that is constrained by finite battery resources. In this article we address the problem of transmit power control in a multi-user wireless network with a single base station and random time-varying channels transmitting in parallel and interfering between each other. We suggest a stochastic particle system for studying the game of control; specifically, the channels are modelled as purely discontinuous Markov processes with known characteristics. The signal to interference plus noise ratio (SINR) determines the interactions among particles. Dimensionality reduction of the multi-objective optimization problem relies on chaos propagation, i.e., on the fact that the independence of particles persists in time as and when their number becomes large. And then we solve the optimal control problem for one representative of the particle system. Here we develop a martingale approach for an alternative open-loop optimal control instead of the feedback one since the latter is not computationally feasible.
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
高能效无线网络功率控制博弈中混沌的传播
在电池资源有限的无线通信系统中,能量管理问题是一个重大的工程挑战。本文研究了单基站、随机时变信道并行传输、相互干扰的多用户无线网络中的发射功率控制问题。我们提出了一个随机粒子系统来研究控制博弈;具体来说,通道被建模为具有已知特征的纯粹不连续马尔可夫过程。信噪比(SINR)决定了粒子间的相互作用。多目标优化问题的降维依赖于混沌传播,即依赖于粒子数量变大时粒子的独立性在时间上保持不变。然后对其中一个具有代表性的粒子系统求解最优控制问题。由于反馈控制在计算上不可行,我们提出了一种鞅方法来替代开环最优控制。
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
Effect of anode and cathode workfunction on the operating voltage and luminance of a single emissive layer organic light emitting diode Concept development for quantification of integrated energy security Indonesian text feature extraction using gibbs sampling and mean variational inference latent dirichlet allocation Measurement of particles in oil using shear horizontal surface acoustic wave sensor Palm vein recognition by using modified of local binary pattern (LBP) for extraction feature
×
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