带速率分裂的非再生多路中继的最优资源分配

Bho Matthiesen, Eduard Axel Jorswieck
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引用次数: 3

摘要

干扰网络中的资源优化配置需要求解非凸优化问题。除了将干扰视为噪声(IAN)之外,通常需要对可达到的速率和发射功率进行联合优化。当速率为线性时,这种非凸性通常仅由发射功率引起。像Polyblock算法这样的传统方法平等地对待所有变量,因此需要一个两层求解器来利用速率中的线性并将计算复杂性保持在合理的水平。在本文中,我们开发了一种分支定界算法,该算法利用了问题的大部分结构,与以前的算法相比,具有明显更好的性能,提高了数值稳定性,并且即使过早终止也提供了可行的解。我们利用这种新算法研究了同时具有非唯一解码(SND)和速率分割(RS)编码器的多路中继信道的吞吐量最优功率分配。我们在数值上评估了RS相对于“纯”SND和IAN的性能增益。虽然SND通常比IAN实现更高的吞吐量,但平均而言,速率分割的好处并不那么明显,很大程度上取决于信道条件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal Resource Allocation for Non-Regenerative Multiway Relaying with Rate Splitting
Optimal resource allocation in interference networks requires the solution of non-convex optimization problems. Except from treating interference as noise (IAN) one usually has to optimize jointly over the achievable rates and transmit powers. This non-convexity is normally only due to the transmit powers while the rates are linear. Conventional approaches like the Polyblock Algorithm treat all variables equally and, thus, require a two layer solver to exploit the linearity in the rates and keep the computational complexity at a reasonable level. In this paper, we develop a branch and bound algorithm that exploits most of the problem structure and, compared to previous algorithms, has significantly better performance, improved numerical stability and provides a feasible solution even if terminated prematurely. We employ this novel algorithm to study throughput optimal power allocation in a multi-way relay channel with simultaneous non-unique decoding (SND) and rate splitting (RS) encoders. We evaluate the performance gains of RS over “pure” SND and IAN numerically. While SND often achieves significantly higher throughput than IAN, the benefits of rate splitting are not that pronounced on average and largely depend on the channel condition.
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