One-Bit Precoding and Constellation Range Design for Massive MIMO With QAM Signaling

被引:69
|
作者
Sohrabi, Foad [1 ]
Liu, Ya-Feng [2 ]
Yu, Wei [1 ]
机构
[1] Univ Toronto, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
[2] Chinese Acad Sci, State Key Lab Sci & Engn Comp, Acad Math & Syst Sci, Inst Computat Math & Sci Engn Comp, Beijing 100190, Peoples R China
基金
加拿大自然科学与工程研究理事会; 中国国家自然科学基金;
关键词
Low-resolution digital-to-analog converter (DAC); massive multiple-input multiple-output (MIMO); one-bit precoding; quadrature amplitude modulation (QAM); symbol error rate (SER); symbol-level precoding; zero-forcing (ZF); INTERFERENCE; DOWNLINK; SYSTEMS;
D O I
10.1109/JSTSP.2018.2823267
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The use of low-resolution digital-to-analog converters (DACs) for transmit precoding provides crucial energy efficiency advantage for massive multiple-input multiple-output (MIMO) implementation. This paper formulates a quadrature amplitude modulation (QAM) constellation range and a one-bit symbol-level precoding design problem for minimizing the average symbol error rate (SER) in downlink massive MIMO transmission. A tight upper bound for the SER with low-resolution DAC precoding is first derived. The derived expression suggests that the performance degradation of one-bit precoding can be interpreted as a decrease in the effective minimum distance of the QAM constellation. Using the obtained SER expression, we propose a QAM constellation range design for the single-user case. It is shown that in the massive MIMO limit, a reasonable choice for constellation range with one-bit precoding is that of the infinite-resolution precoding with per-symbol power constraint, but reduced by a factor of root 2/pi or about 0.8. The corresponding minimum distance reduction translates to about a 2 dB gap between the performance of one-bit precoding and infinite-resolution precoding. This paper further proposes a low-complexity heuristic algorithm for the one-bit precoder design. Finally, the proposed QAM constellation range and precoder design are generalized to the multiuser downlink. We propose to scale the constellation range for the infinite-resolution zero-forcing (ZF) precoding with per-symbol power constraint by the same factor of root 2/pi for one-bit precoding. The proposed one-bit precoding scheme is shown to be within 2 dB of infiniteresolution ZF. In term of number of antennas, one-bit precoding requires about 50% more antennas to achieve the same performance as infinite-resolution precoding.
引用
收藏
页码:557 / 570
页数:14
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