Joint Bit Allocation and Hybrid Beamforming Optimization for Energy Efficient Millimeter Wave MIMO Systems

被引:32
|
作者
Kaushik, Aryan [1 ]
Vlachos, Evangelos [2 ]
Tsinos, Christos [3 ]
Thompson, John [4 ]
Chatzinotas, Symeon [3 ]
机构
[1] UCL, Dept Elect & Elect Engn, London WC1E 7JE, England
[2] Athena Res Ctr, Ind Syst Inst, Patras 26504, Greece
[3] Univ Luxembourg, Interdisciplinary Ctr Secur Reliabil & Trust, L-4365 Luxembourg, Luxembourg
[4] Univ Edinburgh, Inst Digital Commun, Edinburgh EH9 3JL, Midlothian, Scotland
基金
英国工程与自然科学研究理事会;
关键词
Joint bit resolution and hybrid beamforming optimization; energy efficiency maximization; millimeter wave MIMO; beyond 5G wireless communications; RESOURCE-ALLOCATION; ANALOG; ALGORITHM;
D O I
10.1109/TGCN.2020.3026725
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In this article, we aim to design highly energy efficient end-to-end communication for millimeter wave multiple-input multiple-output systems. This is done by jointly optimizing the digital-to-analog converter (DAC)/analog-to-digital converter (ADC) bit resolutions and hybrid beamforming matrices. The novel decomposition of the hybrid precoder and the hybrid combiner to three parts is introduced at the transmitter (TX) and the receiver (RX), respectively, representing the analog precoder/combiner matrix, the DAC/ADC bit resolution matrix and the baseband precoder/combiner matrix. The unknown matrices are computed as a solution to the matrix factorization problem where the optimal fully digital precoder or combiner is approximated by the product of these matrices. A novel and efficient solution based on the alternating direction method of multipliers is proposed to solve these problems at both the TX and the RX. The simulation results show that the proposed solution, where the DAC/ADC bit allocation is dynamic during operation, achieves higher energy efficiency when compared with existing benchmark techniques that use fixed DAC/ADC bit resolutions.
引用
收藏
页码:119 / 132
页数:14
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