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

TL;DR

This paper develops a QAM constellation range and one-bit precoding design for massive MIMO systems, achieving near-infinite resolution performance with significantly reduced DAC resolution, and proposes algorithms for practical implementation.

Contribution

It introduces a novel constellation range design and a low-complexity precoder algorithm for one-bit massive MIMO, bridging performance gaps with infinite-resolution systems.

Findings

Performance gap of about 2dB between one-bit and infinite-resolution precoding.

One-bit precoding requires roughly 50% more antennas to match infinite-resolution performance.

Proposed design achieves near-infinite resolution performance with reduced DAC complexity.

Abstract

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 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 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 $\sqrt{2/\pi}$ or about $0.8$. The corresponding minimum distance reduction translates to about 2dB gap between the performance of one-bit precoding and infinite-resolution precoding. This paper further proposes a low-complexity heuristic algorithm for one-bit precoder design. Finally, the proposed QAM constellation range and precoder design are generalized to the multi-user downlink. We propose to scale the constellation range for infinite-resolution zero-forcing (ZF) precoding with per-symbol power constraint by the same factor of $\sqrt{2/\pi}$ for one-bit precoding. The proposed one-bit precoding scheme is shown to be within 2dB of infinite-resolution ZF. In term of number of antennas, one-bit precoding requires about 50% more antennas to achieve the same performance as infinite-resolution precoding.