Hybrid Processing Design for Multipair Massive MIMO Relaying with Channel Spatial Correlation

TL;DR

This paper proposes a hybrid analog/digital beamforming design for massive MIMO relay systems that reduces RF chain costs while maintaining high spectral efficiency, leveraging channel properties and robust digital processing.

Contribution

It introduces a hybrid A/D transceiver structure that exploits channel long-term properties and spatial correlation, achieving near fully digital spectral efficiency with fewer RF chains.

Findings

Hybrid A/D beamforming captures 95% of fully digital spectral efficiency.

System remains robust with 2-bit quantization, achieving over 93% efficiency.

ZF digital processing outperforms MRC/MRT in correlated channels.

Abstract

Massive multiple-input multiple-output (MIMO) avails of simple transceiver design which can tackle many drawbacks of relay systems in terms of complicated signal processing, latency, and noise amplification. However, the cost and circuit complexity of having one radio frequency (RF) chain dedicated to each antenna element are prohibitive in practice. In this paper, we address this critical issue in amplify-and-forward (AF) relay systems using a hybrid analog and digital (A/D) transceiver structure. More specifically, leveraging the channel long-term properties, we design the analog beamformer which aims to minimize the channel estimation error and remain invariant over a long timescale. Then, the beamforming is completed by simple digital signal processing, i.e., maximum ratio combining/maximum ratio transmission (MRC/MRT) or zero-forcing (ZF) in the baseband domain. We present analytical bounds on the achievable spectral efficiency taking into account the spatial correlation and imperfect channel state information at the relay station. Our analytical results reveal that the hybrid A/D structure with ZF digital processor exploits spatial correlation and offers a higher spectral efficiency compared to the hybrid A/D structure with MRC/MRT scheme. Our numerical results showcase that the hybrid A/D beamforming design captures nearly 95% of the spectral efficiency of a fully digital AF relaying topology even by removing half of the RF chains. It is also shown that the hybrid A/D structure is robust to coarse quantization, and even with 2-bit resolution, the system can achieve more than 93% of the spectral efficiency offered by the same hybrid A/D topology with infinite resolution phase shifters.