Artificial intelligence for 5G and beyond 5G: Implementations, algorithms, and optimizations

C Zhang, YL Ueng, C Studer… - IEEE Journal on Emerging …, 2020 - ieeexplore.ieee.org
The communication industry is rapidly advancing towards 5G and beyond 5G (B5G) wireless
technologies in order to fulfill the ever-growing needs for higher data rates and improved …

Beamspace channel estimation for massive MIMO mmWave systems: Algorithm and VLSI design

SH Mirfarshbafan, A Gallyas-Sanhueza… - … on Circuits and …, 2020 - ieeexplore.ieee.org
Millimeter-wave (mmWave) communication in combination with massive multiuser multiple-
input multiple-output (MU-MIMO) enables high-bandwidth data transmission to multiple …

Evaluation of quantum annealer performance via the massive MIMO problem

ZI Tabi, Á Marosits, Z Kallus, P Vaderna, I Gódor… - IEEE …, 2021 - ieeexplore.ieee.org
Quantum annealing offers an appealing route to handle large-scale optimization problems.
Existing Quantum Annealing processing units are readily available via cloud platform …

Approximate Belief-Selective Propagation Detector for Massive MIMO Systems

W Zhou, Z Ji, Z Tan, Z You, X Tan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
When faced with challenging antenna configurations or high-order modulations in realistic
propagation environments, the Belief Propagation (BP) MIMO detector outperforms its linear …

Hardware topologies for decentralized large-scale MIMO detection using newton method

A Kulkarni, MA Ouameur… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Centralized Massive Multiple Input Multiple Output (MIMO) uplink detection techniques for
baseband processing possess severe bottleneck in terms of interconnect bandwidth and …

Efficient parallelization of 5G-PUSCH on a scalable RISC-V many-core processor

M Bertuletti, Y Zhang, A Vanelli-Coralli… - … Design, Automation & …, 2023 - ieeexplore.ieee.org
5G Radio access network disaggregation and soft-warization pose challenges in terms of
computational performance to the processing units. At the physical layer level, the baseband …

Automatic hybrid-precision quantization for MIMO detectors

Y Ge, Z Ji, Y Huang, Z Zhang, X You… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In the design of wireless systems, quantization plays a critical role in hardware, which
directly affects both area efficiency and energy efficiency. Being an enabling technique, the …

Soft-output joint channel estimation and data detection using deep unfolding

H Song, X You, C Zhang… - 2021 IEEE Information …, 2021 - ieeexplore.ieee.org
We propose a novel soft-output joint channel estimation and data detection (JED) algorithm
for multiuser (MU) multiple-input multiple-output (MIMO) wireless communication systems …

DsMLP: A learning-based multi-layer perception for MIMO detection implemented by dynamic stochastic computing

Q Wu, J Kuang, J Tao, J Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As the number of antennas increases in multi-input and multi-output (MIMO) systems, even
linear detection methods suffer from sharply increasing complexity. This paper proposes a …

A 0.58-mm2 2.76-Gb/s 79.8-pJ/b 256-QAM Message-Passing Detector for a 128 × 32 Massive MIMO Uplink System

W Tang, CH Chen, Z Zhang - IEEE Journal of Solid-State …, 2021 - ieeexplore.ieee.org
Massive multiple-input-multiple-output (MIMO) detection uses a large number of antennas to
increase spectral efficiency at a cost of large computation resources and power in a base …