Max-Min Fairness and PHY-Layer Design of Uplink MIMO Rate-Splitting Multiple Access With Finite Blocklength

IF 8.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Communications Pub Date : 2024-11-01 DOI:10.1109/TCOMM.2024.3490492
Jiawei Xu;Bruno Clerckx
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Abstract

We investigate the performance of uplink Rate-Splitting Multiple Access (RSMA) in short-packet communications with perfect Channel State Information at Transmitter (CSIT) and Channel State Information at Receiver (CSIR). We propose an uplink Multiple-Input Multiple-Ouput (MIMO) RSMA framework and optimize both precoders and combiners with Max-Min Fairness (MMF) metric and Finite Blocklength (FBL) constraints. Due to the coupling between precoders and combiners, we apply the Alternating Optimization (AO) to decompose the optimization problem into two subproblems. To tackle these subproblems, we propose a Successive Convex Approximation (SCA)-based approach. Additionally, we introduce a low-complexity scheme to design the decoding order at the receiver. Subsequently, the Physical (PHY)-layer of the uplink MIMO RSMA architecture is designed and evaluated using multi-user Link-Level Simulations (LLS), accounting for finite constellation modulation, finite length polar codes, message splitting, adaptive modulation and coding, and Successive Interference Cancellation (SIC) at the receiver. Numerical results demonstrate that applying RSMA in uplink MIMO with FBL constraints not only achieves MMF gains over conventional transmission schemes such as Space Division Multiple Access (SDMA) and Non-orthogonal Multiple Access (NOMA) but also exhibits robustness to network loads. LLS results confirm the improved max-min throughput benefits of RSMA over SDMA and NOMA.
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具有有限块长的上行链路 MIMO 分率多路存取的最大-最小公平性和物理层设计
研究了具有完美发送端信道状态信息(CSIT)和接收端信道状态信息(CSIR)的短分组通信中上行分频多址(RSMA)的性能。我们提出了一个上行多输入多输出(MIMO) RSMA框架,并使用最大最小公平性(MMF)度量和有限块长度(FBL)约束优化预编码器和组合器。由于预编码器和组合器之间存在耦合,我们采用交替优化(AO)将优化问题分解为两个子问题。为了解决这些子问题,我们提出了一种基于连续凸近似(SCA)的方法。此外,我们还引入了一种低复杂度的方案来设计接收端的解码顺序。随后,利用多用户链路级仿真(LLS)对上行MIMO RSMA架构的物理层(PHY)进行了设计和评估,考虑了接收机的有限星座调制、有限长度极性编码、消息分裂、自适应调制和编码以及连续干扰消除(SIC)。数值结果表明,在具有FBL约束的上行MIMO中应用RSMA不仅比传统的空分多址(SDMA)和非正交多址(NOMA)传输方式获得MMF增益,而且对网络负载具有鲁棒性。LLS结果证实了RSMA比SDMA和NOMA具有更高的最大最小吞吐量优势。
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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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