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Rate-Splitting Multiple Access for Downlink MIMO: A Generalized Power Iteration Approach

Signal Processing 2022-06-03 v2 Information Theory math.IT

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.

Keywords

Cite

@article{arxiv.2108.06844,
  title  = {Rate-Splitting Multiple Access for Downlink MIMO: A Generalized Power Iteration Approach},
  author = {Jeonghun Park and Jinseok Choi and Namyoon Lee and Wonjae Shin and H. Vincent Poor},
  journal= {arXiv preprint arXiv:2108.06844},
  year   = {2022}
}

Comments

submitted to possible IEEE publication

R2 v1 2026-06-24T05:08:08.050Z