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Energy-Efficient Coordinated Multi-Cell Multigroup Multicast Beamforming with Antenna Selection

机译:能量有效的协调多小区多组多播波束形成   天线选择

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摘要

This paper studies energy-efficient coordinated beamforming in multi-cellmulti-user multigroup multicast multiple-input single-output systems. We aim atmaximizing the network energy efficiency by taking into account the fact thatsome of the radio frequency chains can be switched off in order to save power.We consider the antenna specific maximum power constraints to avoid non-lineardistortion in power amplifiers and user-specific quality of service (QoS)constraints to guarantee a certain QoS levels. We first introduce binaryantenna selection variables and use the perspective formulation to model therelation between them and the beamformers. Subsequently, we propose a newformulation which reduces the feasible set of the continuous relaxation,resulting in better performance compared to the original perspectiveformulation based problem. However, the resulting optimization problem is amixed-Boolean non-convex fractional program, which is difficult to solve. Wefollow the standard continuous relaxation of the binary antenna selectionvariables, and then reformulate the problem such that it is amendable tosuccessive convex approximation. Thereby, solving the continuous relaxationmostly results in near-binary solution. To recover the binary variables fromthe continuous relaxation, we switch off all the antennas for which thecontinuous values are smaller than a small threshold. Numerical resultsillustrate the superior convergence result and significant achievable gains interms of energy efficiency with the proposed algorithm.
机译:本文研究了多小区多用户多组多播多输入单输出系统中的节能协调波束形成。考虑到可以关闭某些射频链以节省功率的事实,我们旨在最大程度地提高网络能效。考虑天线特定的最大功率约束,以避免功率放大器的非线性失真和用户特定的质量服务(QoS)约束可确保一定的QoS级别。我们首先介绍二进制天线选择变量,并使用透视公式对它们与波束形成器之间的关系进行建模。随后,我们提出了一种新的公式,该公式减少了连续松弛的可行集,与原始的基于透视公式的问题相比,具有更好的性能。但是,由此产生的优化问题是混合布尔非凸分数阶程序,很难解决。遵循二进制天线选择变量的标准连续松弛,然后重新构造问题,使其可对成功的凸逼近进行修正。因此,求解连续松弛大部分导致接近二元解。为了从连续弛豫中恢复二进制变量,我们关闭所有连续值小于小阈值的天线。数值结果说明了该算法在能量效率方面具有优越的收敛性和明显的可实现性。

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