一种实用的毫米波大规模MIMO混合预编码算法

黄天宇; 马林华; 胡星; 黄绍城; 孙康宁; 刘士平

doi:10.11999/JEIT161211

一种实用的毫米波大规模MIMO混合预编码算法

doi: 10.11999/JEIT161211

基金项目:

国家自然科学基金(61472442)

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- 被引次数: 0
出版历程
- 收稿日期: 2016-11-09
- 修回日期: 2017-03-17
- 刊出日期: 2017-08-19

Practical Hybrid Precoding Algorithm for Millimeter Wave Massive MIMO

Funds:

The National Natural Science Foundation of China (61472442)

摘要

摘要: 数字模拟混合预编码可以用较少的射频逼近全数字预编码的性能，可以用来解决毫米波大规模MIMO系统中由于射频链路过多造成的硬件损耗和校准问题。为解决传统混合预编码结构难以实现的缺点，该文的混合预编码研究基于一种简单的固定子连接结构。推导了系统可达速率最大，模拟预编码矩阵应满足的条件，从而将混合预编码矩阵设计问题转化为优化问题。采用鸟群算法(BSA)解决此优化问题，求得最优的预编码矩阵。针对模拟移相器分辨率有限的情况，提出一种直接量化的解决方案和一种基于改进的离散BSA的解决方案。仿真结果表明，所提算法能够基于简单结构实现较好的性能；移相器分辨率有限情况下，所提的两种解决方案都是有效的，且基于离散BSA的方案在分辨率较低时性能更优。
- 毫米波通信 /
- 大规模MIMO /
- 混合预编码 /
- 鸟群算法
Abstract: The digital and analogue Hybrid Precoding (HP) is able to keep the performance close to that of the fully digital precoding with reduced Radio Frequency (RF) chains. In a millimeter wave massive MIMO system, the HP can be used to overcome the undesired hardware cost and calibration workload caused by the excessive RFs. Considering that the conventional HP structure is not practical, the research is based on a simple fixed sub-connection structure. The condition that the analogue precoding matrix should meet to maximize the sum achievable rate is deduced, so that the design of the analogue precoding matrix is transformed into an optimization problem. The optimal analogue precoding matrix is obtained by using Bird Swarm Algorithm (BSA). Considering that finite resolution phase shifters are used, a straightforward quantization solution and an improved discrete BSA based solution are proposed. The simulation results show that the proposed algorithm can achieve good performance based on simple structure. While using finite resolution phase shifter, both of the proposed solutions are effective, furthermore, the solution based on the discrete BSA can get better performance while the resolution is low.
- Millimeter wave communication /
- Massive MIMO /
- Hybrid Precoding (HP) /
- Bird Swarm Algorithm (BSA)

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参考文献(20)

YONG S K and CHONG C C. An overview of multigigabit wireless through millimeter wave technology: Potentials and technical challenges[J]. EURASIP Journal on Wireless Communications and Networking, 2006, 1(2): 211-216. doi: 10.1155/2007/78907.

PI Z and KHAN F. An introduction to millimeter-wave mobile broadband systems[J]. IEEE Communications Magazine, 2011, 49(6): 101-107. doi: 10.1109/MCOM.2011. 5783993.

RAPPAPORT T S, SUN S, MAYZUS R, et al. Millimeter wave mobile communications for 5G cellular: It will work![J]. IEEE Access, 2013, 1(1): 335-349. doi: 10.1109/ACCESS. 2013.2260813.

PAPAZIAN P B, HUFFORD G A, ACHATZ R J, et al. Study of the local multipoint distribution service radio channel[J]. IEEE Transactions on Broadcasting, 1997, 43(2): 175-184. doi: 10.1109/11.598366.

WANG Chengxiang, HAIDER F, GAO Xiqi, et al. Cellular architecture and key technologies for 5G wireless communication networks[J]. IEEE Communications Magazine, 2014, 52(2): 122-130. doi: 10.1109/MCOM.2014. 6736752.

SEIDEL S Y and ARNOLD H W. Propagation measurements at 28 GHz to investigate the performance of local multipoint distribution service (LMDS)[C]. Global Telecommunications Conference, Singapore, 1995: 754-757. doi: 10.1109/GLOCOM.1995.502029.

KIM C, KIM T, and SEOL J. Multi-beam transmission diversity with hybrid beamforming for MIMO-OFDM systems[C]. GLOBECOM 2013 Workshop-Emerging Technologies for LTE-Advanced and Beyond-4G, Atlanta, GA, USA, 2013: 61-65. doi: 10.1109/GLOCOMW.2013. 6824962.

RUSEK F, PERSSON D, and LAU B K. Scaling up MIMO: Opportunities and challenges with very large arrays[J]. IEEE Signal Processing Magazine, 2013, 30(1): 40-60. doi: 10.1109/ MSP.2011.2178495.

ZHU Xudong, WANG Zhaocheng, DAI Linglong, et al. Adaptive hybrid precoding for multiuser massive MIMO[J]. IEEE Communications Letters, 2016, 20(4): 776-779. doi: 10.1109/LCOMM.2016.2532334.

AYACH O E, HEATH R W, ABU-SURRA S, et al. Low complexity precoding for large millimeter wave MIMO systems[C]. 2012 IEEE International Conference on Communications, Ottawa, Canada, 2012: 3724-3729. doi: 10.1109/ICC.2012.6363634.

SOHRABI F and YU Wei. Hybrid digital and analog beamforming design for large-scale antenna arrays[J]. IEEE Journal of Selected Topics in Signal Processing, 2016, 10(3): 501-513. doi: 10.1109/JSTSP.2016.2520912.

RUSU C, MENDEZ-RIAL R, GONZALEZ-PRELCIC N, et al. Low complexity hybrid precoding strategies for millimeter wave communication systems[J]. IEEE Transactions on Wireless Communications, 2016, 15(12): 8380-8393. doi: 10.1109/TWC.2016.2614495.

LIU Jian, XU Wei, JIN Shi, et al. RF-chain constrained multi-pair massive MIMO relaying using hybrid precoding and detection[C]. 2016 IEEE Wireless Communications and Networking Conference, Doha, Qatar, 2016: 1-6. doi: 10. 1109/WCNC.2016.7564939.

LEE Y Y, WANG C H, and HUANG Y H. A hybrid RF/ baseband precoding processor based on parallel-index- selection matrix-inversion-bypass simultaneous orthogonal matching pursuit for millimeter wave MIMO systems[J]. IEEE Transactions on Signal Processing, 2015, 63(2): 305-317. doi: 10.1109/TSP.2014.2370947.

ALKHATEEBY A, AYACHY O E, LEUSZ G, et al. Hybrid

precoding for millimeter wave cellular systems with partial channel knowledge[C]. Information Theory and Applications Workshop, San Diego, GA, USA, 2013: 1-5. doi: 10.1109/ITA. 2013.6522603.

GENG Jian, XIANG Wei, WEI Zaixue, et al. Multi-user hybrid analogue/digital beamforming for relatively large- scale antenna systems[J]. IET Communications, 2014, 8(17): 3038-3049. doi: 10.1049/iet-com.2013.0873.

LIANG Le, XU Wei, and DONG Xiaodai. Low-complexity hybrid precoding in massive multiuser MIMO systems[J]. IEEE Wireless Communications Letters, 2014, 3(6): 653-656. doi: 10.1109/LWC.2014.2363831.

MENG Xiangbing, GAO X Z, LU Lihua, et al. A new bio-inspired optimisation algorithm: bird swarm algorithm[J]. Journal of Experimental Theoretical Artificial Intelligence, 2016, 28(4): 673-687. doi: 10.1080/0952813X.2015.1042530.

KRIEGER J D, YEANG C P, and WORNELL G W. Dense delta-sigma phased arrays[J]. IEEE Transactions on Antennas and Propagation, 2013, 61(4): 1825-1837. doi: 10.1109/TAP.2013.2241719.

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