Capacity Bounds for One-Bit MIMO Gaussian Channels With Analog Combining

被引:1
|
作者
Bernardo, Neil Irwin [1 ,2 ]
Zhu, Jingge [1 ]
Eldar, Yonina C. [3 ]
Evans, Jamie [1 ]
机构
[1] Univ Melbourne, Dept Elect & Elect Engn, Parkville, Vic 3010, Australia
[2] Univ Philippines Diliman, Elect & Elect Engn Inst, Quezon City 1101, Philippines
[3] Weizmann Inst Sci, Fac Math & Comp Sci, IL-7610001 Rehovot, Israel
基金
澳大利亚研究理事会; 欧洲研究理事会; 以色列科学基金会;
关键词
MIMO communications; quantization; analog combining; capacity; FADING CHANNELS; COMMUNICATION; SYSTEMS; RECEIVERS; ARCHITECTURES; QUANTIZATION; COMPUTATION; THROUGHPUT; NETWORKS; HYBRID;
D O I
10.1109/TCOMM.2022.3208632
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 1-bit analog-to-digital converters (ADCs) is seen as a promising approach to significantly reduce the power consumption and hardware cost of multiple-input multiple-output (MIMO) receivers. However, the nonlinear distortion due to 1-bit quantization fundamentally changes the optimal communication strategy and also imposes a capacity penalty to the system. In this paper, the capacity of a Gaussian MIMO channel in which the antenna outputs are processed by an analog linear combiner and then quantized by a set of zero threshold ADCs is studied. A new capacity upper bound for the zero threshold case is established that is tighter than the bounds available in the literature. In addition, we propose an achievability scheme which configures the analog combiner to create parallel Gaussian channels with phase quantization at the output. Under this class of analog combiners, an algorithm is presented that identifies the analog combiner and input distribution that maximize the achievable rate. Numerical results are provided showing that the rate of the achievability scheme is tight in the low signal-to-noise ratio (SNR) regime. Finally, a new 1-bit MIMO receiver architecture which employs analog temporal and spatial processing is proposed. The proposed receiver attains the capacity in the high SNR regime.
引用
收藏
页码:7224 / 7239
页数:16
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