Revenue maximization based joint optimization in mmWave cell-free network: an equivalent decomposition and alternative iteration combined approach

IF 1.7 4区 计算机科学 Q3 TELECOMMUNICATIONS Telecommunication Systems Pub Date : 2024-06-03 DOI:10.1007/s11235-024-01171-0
Zhongyu Ma, Liang Ran, Jianbing Pu, Qun Guo, Xianghong Lin
{"title":"Revenue maximization based joint optimization in mmWave cell-free network: an equivalent decomposition and alternative iteration combined approach","authors":"Zhongyu Ma, Liang Ran, Jianbing Pu, Qun Guo, Xianghong Lin","doi":"10.1007/s11235-024-01171-0","DOIUrl":null,"url":null,"abstract":"<p>Recently, the ever-increasing demands including higher rate and connection stability have bottlenecked the user experience of the traditional cellular networks. To this end, the Cell-Free (CF) network, which is characterized as a user-centric architecture, is viewed as a promising paradigm to enhance the user experience. Aimed at this point, this paper investigates the joint optimization problem including user matching, sub-channel allocation and power controlling for the mmWave CF network to maximize the revenue of the operators. Firstly, the revenue maximization oriented joint optimization problem of the mmWave CF network is formulated as mixed integer non-convex and non-linear programming, which is NP-hard problem and is intractable to search an optimal solution in within polynomial time. Secondly, the original problem is decomposed into three sub-problems, i.e., user association sub-problem, the sub-channel allocation sub-problem and the power controlling sub-problem under the consideration of the matching quotas, rate demand and transmission power, etc. Thirdly, a many-to-many matching based user association algorithm and an alternating iterative joint resource management algorithm, which is composed of the harmony search based sub-channel allocation sub-algorithm and the interior-point method based power controlling sub-algorithm, are proposed to obtain a sub-optimal solution, and the computational complexity of the proposed algorithms are also analyzed. Finally, the performance superiorities of the proposed algorithms are demonstrated through extensive simulations, and it is demonstrated that the proposed algorithms can outperform the proposed algorithm outperforms the PUAA algorithm by 5.73% and the SRAA algorithm by 11.25% in terms of operator revenue.</p>","PeriodicalId":51194,"journal":{"name":"Telecommunication Systems","volume":null,"pages":null},"PeriodicalIF":1.7000,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Telecommunication Systems","FirstCategoryId":"94","ListUrlMain":"https://doi.org/10.1007/s11235-024-01171-0","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"TELECOMMUNICATIONS","Score":null,"Total":0}
引用次数: 0

Abstract

Recently, the ever-increasing demands including higher rate and connection stability have bottlenecked the user experience of the traditional cellular networks. To this end, the Cell-Free (CF) network, which is characterized as a user-centric architecture, is viewed as a promising paradigm to enhance the user experience. Aimed at this point, this paper investigates the joint optimization problem including user matching, sub-channel allocation and power controlling for the mmWave CF network to maximize the revenue of the operators. Firstly, the revenue maximization oriented joint optimization problem of the mmWave CF network is formulated as mixed integer non-convex and non-linear programming, which is NP-hard problem and is intractable to search an optimal solution in within polynomial time. Secondly, the original problem is decomposed into three sub-problems, i.e., user association sub-problem, the sub-channel allocation sub-problem and the power controlling sub-problem under the consideration of the matching quotas, rate demand and transmission power, etc. Thirdly, a many-to-many matching based user association algorithm and an alternating iterative joint resource management algorithm, which is composed of the harmony search based sub-channel allocation sub-algorithm and the interior-point method based power controlling sub-algorithm, are proposed to obtain a sub-optimal solution, and the computational complexity of the proposed algorithms are also analyzed. Finally, the performance superiorities of the proposed algorithms are demonstrated through extensive simulations, and it is demonstrated that the proposed algorithms can outperform the proposed algorithm outperforms the PUAA algorithm by 5.73% and the SRAA algorithm by 11.25% in terms of operator revenue.

Abstract Image

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
基于收入最大化的毫米波无蜂窝网络联合优化:等效分解与替代迭代相结合的方法
近来,包括更高速率和连接稳定性在内的不断增长的需求已使传统蜂窝网络的用户体验遭遇瓶颈。为此,以用户为中心的无蜂窝(CF)网络被认为是提升用户体验的一种有前途的模式。针对这一点,本文研究了毫米波 CF 网络的联合优化问题,包括用户匹配、子信道分配和功率控制,以实现运营商收入的最大化。首先,以收入最大化为导向的毫米波 CF 网络联合优化问题被表述为混合整数非凸非线性编程,这是一个 NP 难问题,难以在多项式时间内搜索到最优解。其次,考虑到匹配配额、速率需求和传输功率等因素,将原问题分解为三个子问题,即用户关联子问题、子信道分配子问题和功率控制子问题。第三,提出了一种基于多对多匹配的用户关联算法,以及一种由基于和谐搜索的子信道分配子算法和基于内点法的功率控制子算法组成的交替迭代联合资源管理算法,以获得次优解,并分析了所提算法的计算复杂度。最后,通过大量仿真证明了所提算法的性能优越性,证明所提算法在运营商收益方面比 PUAA 算法高出 5.73%,比 SRAA 算法高出 11.25%。
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
Telecommunication Systems
Telecommunication Systems 工程技术-电信学
CiteScore
5.40
自引率
8.00%
发文量
105
审稿时长
6.0 months
期刊介绍: Telecommunication Systems is a journal covering all aspects of modeling, analysis, design and management of telecommunication systems. The journal publishes high quality articles dealing with the use of analytic and quantitative tools for the modeling, analysis, design and management of telecommunication systems covering: Performance Evaluation of Wide Area and Local Networks; Network Interconnection; Wire, wireless, Adhoc, mobile networks; Impact of New Services (economic and organizational impact); Fiberoptics and photonic switching; DSL, ADSL, cable TV and their impact; Design and Analysis Issues in Metropolitan Area Networks; Networking Protocols; Dynamics and Capacity Expansion of Telecommunication Systems; Multimedia Based Systems, Their Design Configuration and Impact; Configuration of Distributed Systems; Pricing for Networking and Telecommunication Services; Performance Analysis of Local Area Networks; Distributed Group Decision Support Systems; Configuring Telecommunication Systems with Reliability and Availability; Cost Benefit Analysis and Economic Impact of Telecommunication Systems; Standardization and Regulatory Issues; Security, Privacy and Encryption in Telecommunication Systems; Cellular, Mobile and Satellite Based Systems.
期刊最新文献
Next-cell prediction with LSTM based on vehicle mobility for 5G mc-IoT slices Secure positioning of wireless sensor networks against wormhole attacks Safeguarding the Internet of Health Things: advancements, challenges, and trust-based solution Optimized task offloading for federated learning based on β-skeleton graph in edge computing Noise robust automatic speaker verification systems: review and analysis
×
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