mlsanityData to 14 Oct 2026

Massive MIMO with 1-Bit DACs: Data Detection for Quantized Linear Precoding with Dithering

arXiv 2506.05072 ↗First posted 5 Jun 2025eess.SPcited by 1

Not on the map. Why?

Abstract (arXiv)

To leverage high-frequency bands in 6G wireless systems and beyond, employing massive multiple-input multipleoutput (MIMO) arrays at the transmitter and/or receiver side is crucial. To mitigate the power consumption and hardware complexity across massive frequency bands and antenna arrays, a sacrifice in the resolution of the data converters will be inevitable. In this paper, we consider a point-to-point massive MIMO system with 1-bit digital-to-analog converters at the transmitter, where the linearly precoded signal is supplemented with dithering before the 1-bit quantization. For this system, we propose a new maximumlikelihood (ML) data detection method at the receiver by deriving the mean and covariance matrix of the received signal, where symbol-dependent linear minimum mean squared error estimation is utilized to efficiently linearize the transmitted signal. Numerical results show that the proposed ML method can provide gains of more than two orders of magnitude in terms of symbol error rate over conventional data detection based on soft estimation.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 5 Jun 2025.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.

Similar, not cited

Close in wording, no citation either way

  1. 2024One-Bit MIMO Detection: From Global Maximum-Likelihood Detector to Amplitude Retrieval Approach ↗
  2. 2023Learning-Based One-Bit Maximum Likelihood Detection for Massive MIMO Systems: Dithering-Aided Adaptive Approach
  3. 2023An Efficient Global Algorithm for One-Bit Maximum-Likelihood MIMO Detection ↗
  4. 2023Enhanced Uplink Data Detection for Massive MIMO with 1-Bit ADCs: Analysis and Joint Detection
  5. 2021Uplink Data Detection Analysis of 1-Bit Quantized Massive MIMO ↗
  6. 2021Channel Estimation and Data Detection Analysis of Massive MIMO with 1-Bit ADCs
  7. 2025Green One-Bit Quantized Precoding in Cell-Free Massive MIMO ↗
  8. 2022Adaptive Learning-Based Detection for One-Bit Quantized Massive MIMO Systems