论文标题
全球最佳频谱和节能范围,用于分裂速率的速率
Globally Optimal Spectrum- and Energy-Efficient Beamforming for Rate Splitting Multiple Access
论文作者
论文摘要
汇率分配多个访问(RSMA)是下一代无线网络的有希望的非正交传输策略。当采用次优型方案时,就光谱和能源效率而言,它已显示出胜过现有的多个访问方案。在这项工作中,我们填补了次优和真正的最佳光束成型方案之间的空白,并最终确定了RSMA的优质光谱和能效。为此,我们提出了一个连续的超越(SIT)分支和绑定(BB)算法,以找到全球最佳的波束形成溶液,以最大程度地提高高斯多输入单输入(MISO)广播通道中RSMA的加权总和速率或能源效率。数值结果表明,与传统的多用户线性预编码(MU-LP)和功率域非正交多重访问(NOMA)相比,RSMA表现出明确的全球最佳光谱和能效增长。与MU-LP的现有全球最佳光束成型算法相比,所提出的SIT BB不仅可以提高数值稳定性,而且可以提高收敛速度。此外,我们首次表明,通过次优型光束形成方案(包括加权最小平方误差(WMMSE)和连续的凸近近似值)实现的RSMA的光谱/能量效率几乎与相应的全球最佳性能一致,从而使其成为性能比较的有效选择。这项工作中提供的全球最佳结果对于RSMA的持续研究至关重要,因为它们是现有次优式策略的基准,并且在多室内广播渠道中开发的基准。
Rate splitting multiple access (RSMA) is a promising non-orthogonal transmission strategy for next-generation wireless networks. It has been shown to outperform existing multiple access schemes in terms of spectral and energy efficiency when suboptimal beamforming schemes are employed. In this work, we fill the gap between suboptimal and truly optimal beamforming schemes and conclusively establish the superior spectral and energy efficiency of RSMA. To this end, we propose a successive incumbent transcending (SIT) branch and bound (BB) algorithm to find globally optimal beamforming solutions that maximize the weighted sum rate or energy efficiency of RSMA in Gaussian multiple-input single-output (MISO) broadcast channels. Numerical results show that RSMA exhibits an explicit globally optimal spectral and energy efficiency gain over conventional multi-user linear precoding (MU-LP) and power-domain non-orthogonal multiple access (NOMA). Compared to existing globally optimal beamforming algorithms for MU-LP, the proposed SIT BB not only improves the numerical stability but also achieves faster convergence. Moreover, for the first time, we show that the spectral/energy efficiency of RSMA achieved by suboptimal beamforming schemes (including weighted minimum mean squared error (WMMSE) and successive convex approximation) almost coincides with the corresponding globally optimal performance, making it a valid choice for performance comparisons. The globally optimal results provided in this work are imperative to the ongoing research on RSMA as they serve as benchmarks for existing suboptimal beamforming strategies and those to be developed in multi-antenna broadcast channels.