Joint Impact of ADC and Fronthaul Quantization in Cell-Free Massive MIMO-OFDM Uplink

TL;DR

This paper investigates the combined effects of ADC and fronthaul quantization in wideband cell-free massive MIMO-OFDM uplink systems, proposing a processing strategy and estimation algorithm to mitigate quantization distortions.

Contribution

It models joint quantization effects and introduces a processing and estimation method to improve uplink performance in wideband cell-free massive MIMO systems.

Findings

Proposed a processing strategy to reduce quantization artifacts.

Developed an estimation algorithm for unquantized signal reconstruction.

Provided insights for efficient quantization-aware uplink transmission.

Abstract

In the uplink of a cell-free massive MIMO system, quantization affects performance in two key domains: the time-domain distortion introduced by finite-resolution analog-to-digital converters (ADCs) at the access points (APs), and the fronthaul quantization of signals sent to the central processing unit (CPU). Although quantizing twice may seem redundant, the ADC quantization in orthogonal frequency-division duplex (OFDM) systems appears in the time domain, and one must then convert to the frequency domain, where quantization can be applied only to the signals at active subcarriers. This reduces fronthaul load and avoids unnecessary distortion, since the ADC output spans all OFDM samples while only a subset of subcarriers carries useful information. While both quantization effects have been extensively studied in narrowband systems, their joint impact in practical wideband OFDM-based cell-free massive MIMO remains largely unexplored. This paper addresses the gap by modeling the joint distortion and proposing a fronthaul strategy in which each AP processes the received signal to reduce quantization artifacts before transmission. We develop an efficient estimation algorithm that reconstructs the unquantized time-domain signal prior to fronthaul transmission and evaluate its effectiveness. The proposed design offers new insights for implementing efficient, quantization-aware uplink transmission in wideband cell-free architectures.