Distributed Hybrid Beamforming in mmWave Multi-Cell Systems in the Presence of Cell-Edge Users Relying on Stochastic Channel Uncertainty

IF 8.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Communications Pub Date : 2024-12-18 DOI:10.1109/TCOMM.2024.3519535
Meesam Jafri;Sunil Kumar;Suraj Srivastava;Aditya K. Jagannatham
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Abstract

In this work, we conceive novel robust hybrid beamformer design schemes for millimeter-wave (mmWave) multi-cell multi-user (MCMU) systems in the presence of channel state information (CSI) uncertainty, that relies on base station (BS) coordination and minimization of total transmit power while ensuring compliance to practical signal-to-interference-noise ratio (SINR) constraints for each user. We consider a scenario where some of the users are located close to the cell boundary and thus desire to receive the signal of interest transmitted by multiple BSs while ensuring the quality-of-service (QoS) constraint. Initially, a Bayesian learning (BL) framework is developed for estimating the sparse mmWave channel of each user in the system. Next, a semidefinite relaxation (SDR) based technique has been proposed for a centralized MCMU system toward designing the fully digital beamformer (FDBF) in the presence of stochastic uncertainty in the estimated channel. Subsequently, a BL technique is employed to split the FDBF into its analog and digital constituents toward obtaining a hybrid transmit precoder (TPC). However, the centralized TPC design requires global CSI, resulting in a high signaling overhead. Next, a distributed coordinated hybrid TPC utilizing the alternating direction method of multipliers (ADMM) algorithm is developed for the mmWave MCMU system in the presence of cell-edge (CE) users. The distributed TPC design solely relies on CSI and only requires a limited exchange of information between the BSs, consequently eliminating the need for the high signaling overheads that come along with the centralized method. Our simulation results illustrate the superior performance of the proposed centralized and distributed robust TPC design methods in comparison to non-coordinated systems.
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基于随机信道不确定性的毫米波多小区系统中存在小区边缘用户的分布式混合波束形成
在这项工作中,我们为存在信道状态信息(CSI)不确定性的毫米波(mmWave)多单元多用户(MCMU)系统构想了新颖的鲁棒混合波束形成设计方案,该方案依赖于基站(BS)协调和总发射功率的最小化,同时确保符合每个用户的实际信噪比(SINR)约束。我们考虑一个场景,其中一些用户位于小区边界附近,因此希望接收由多个基站传输的感兴趣的信号,同时确保服务质量(QoS)约束。首先,开发了一个贝叶斯学习(BL)框架来估计系统中每个用户的稀疏毫米波信道。其次,提出了一种基于半定弛豫(SDR)技术的集中式MCMU系统在估计信道存在随机不确定性的情况下设计全数字波束形成器(FDBF)。随后,采用BL技术将FDBF拆分为其模拟和数字成分,以获得混合传输预编码器(TPC)。然而,集中式TPC设计需要全局CSI,导致高信号开销。接下来,针对存在蜂窝边缘(CE)用户的毫米波MCMU系统,开发了一种利用乘法器交替方向方法(ADMM)算法的分布式协调混合TPC。分布式TPC设计完全依赖于CSI,并且只需要在BSs之间进行有限的信息交换,因此消除了集中式方法带来的高信号开销的需要。仿真结果表明,与非协调系统相比,集中式和分布式鲁棒TPC设计方法具有优越的性能。
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来源期刊
IEEE Transactions on Communications
IEEE Transactions on Communications 工程技术-电信学
CiteScore
16.10
自引率
8.40%
发文量
528
审稿时长
4.1 months
期刊介绍: The IEEE Transactions on Communications is dedicated to publishing high-quality manuscripts that showcase advancements in the state-of-the-art of telecommunications. Our scope encompasses all aspects of telecommunications, including telephone, telegraphy, facsimile, and television, facilitated by electromagnetic propagation methods such as radio, wire, aerial, underground, coaxial, and submarine cables, as well as waveguides, communication satellites, and lasers. We cover telecommunications in various settings, including marine, aeronautical, space, and fixed station services, addressing topics such as repeaters, radio relaying, signal storage, regeneration, error detection and correction, multiplexing, carrier techniques, communication switching systems, data communications, and communication theory. Join us in advancing the field of telecommunications through groundbreaking research and innovation.
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