Rate-Splitting Multiple Access With Finite-Alphabet Constellations: Precoder Optimization and Achievable Rate Performance

IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS IEEE Transactions on Green Communications and Networking Pub Date : 2024-07-25 DOI:10.1109/TGCN.2024.3433507
De Mi;Hongzhi Chen;Zheng Chu;Pei Xiao;Yiyan Wu;Chin-Liang Wang
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Abstract

Rate Splitting Multiple Access (RSMA) precoder design with the practical finite-alphabet constellations instead of Gaussian inputs has been addressed in this paper. Considering a multiuser (MU) multiple-input single-output (MISO) broadcast channel (BC) system, we derive a generalized expression of the achievable rate for each user, in a way that the derived expression is generically applicable, e.g., for both underloaded and overloaded cases. Building upon the achievable rate expression, we formulate a multi-objective problem that maximizes the weighted sum rate (WSR) of the considered system, which incorporates with the optimization of the RS precoder for both common and private symbol streams in RSMA. The emphasis here is that our derivation of the achievable rate expression, the problem formulation of the WSR and the optimization of the RSMA precoder all involve the finite alphabet constellation constraint. An iterative gradient descent algorithm with alternative optimization and line search methods is applied to solve the optimization problem. Numerical results show that RSMA can reach the maximum achievable WSR, under both underloaded and overloaded scenarios, with less transmit power compared to the traditional schemes, e.g., space division multiple access (SDMA) and power-domain non-orthogonal multiple access (NOMA). Moreover, thanks to its flexibility, RSMA subsumes both SDMA and NOMA as its subset to fit into different scenarios such as underloaded and overloaded cases with different constellation sizes.
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使用有限字母星座的速率分割多重接入:前置编码器优化和可实现速率性能
本文探讨了用实用的有限字母星座代替高斯输入的速率分割多路访问(RSMA)前置编码器设计。考虑到多用户(MU)多输入单输出(MISO)广播信道(BC)系统,我们推导出了每个用户的可实现速率的通用表达式,推导出的表达式一般适用于欠载和过载等情况。在可实现速率表达式的基础上,我们提出了一个多目标问题,即最大化所考虑系统的加权和速率(WSR),该问题与 RSMA 中普通和专用符号流 RS 前置编码器的优化相结合。这里要强调的是,我们对可实现速率表达式的推导、WSR 问题的表述以及 RSMA 前置编码器的优化都涉及有限字母星座约束。为了解决优化问题,我们采用了梯度下降迭代算法,并辅以优化和直线搜索方法。数值结果表明,与空分多址(SDMA)和功率域非正交多址(NOMA)等传统方案相比,RSMA 在欠载和过载情况下都能以较小的发射功率达到最大可实现 WSR。此外,RSMA 还具有灵活性,可将 SDMA 和 NOMA 作为其子集,以适应不同的场景,如不同星座大小的欠载和过载情况。
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来源期刊
IEEE Transactions on Green Communications and Networking
IEEE Transactions on Green Communications and Networking Computer Science-Computer Networks and Communications
CiteScore
9.30
自引率
6.20%
发文量
181
期刊最新文献
2024 Index IEEE Transactions on Green Communications and Networking Vol. 8 Table of Contents Guest Editorial Special Issue on Rate-Splitting Multiple Access for Future Green Communication Networks IEEE Transactions on Green Communications and Networking IEEE Communications Society Information
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