Rate-Splitting Multiple Access for Downlink MIMO: A Generalized Power Iteration Approach
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- Title
- Rate-Splitting Multiple Access for Downlink MIMO: A Generalized Power Iteration Approach
- Author
- Park, Jeonghun; Choi, Jinseok; Lee, Namyoon; Shin, Wonjae; Poor, H. Vincent
- Issue Date
- 2023-03
- Publisher
- IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
- Citation
- IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, v.22, no.3, pp.1588 - 1603
- Abstract
- Rate-splitting multiple access (RSMA) is a general multiple access scheme for downlink multi-antenna systems embracing both classical spatial division multiple access and more recent non-orthogonal multiple access. Finding a linear precoding strategy that maximizes the sum spectral efficiency of RSMA is a challenging yet significant problem. In this paper, we put forth a novel precoder design framework that jointly finds the linear precoders for the common and private messages for RSMA. Our approach is first to approximate the non-smooth minimum function part in the sum spectral efficiency of RSMA using a LogSumExp technique. Then, we reformulate the sum spectral efficiency maximization problem as a form of the log-sum of Rayleigh quotients to convert it into a tractable form. By interpreting the first-order optimality condition of the reformulated problem as an eigenvector-dependent nonlinear eigenvalue problem, we reveal that the leading eigenvector of the derived optimality condition is a local optimal solution. To find the leading eigenvector, we propose an algorithm inspired by a power iteration. Simulation results show that the proposed RSMA transmission strategy provides significant improvement in the sum spectral efficiency compared to the state-of-the-art RSMA transmission methods.
- URI
- https://scholarworks.unist.ac.kr/handle/201301/65535
- DOI
- 10.1109/TWC.2022.3205480
- ISSN
- 1536-1276
- Appears in Collections:
- EE_Journal Papers
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