Deep learning for massive MIMO uplink detectors

MA Albreem, AH Alhabbash… - … Surveys & Tutorials, 2021 - ieeexplore.ieee.org
Detection techniques for massive multiple-input multiple-output (MIMO) have gained a lot of
attention in both academia and industry. Detection techniques have a significant impact on …

Intelligent massive MIMO systems for beyond 5G networks: An overview and future trends

O Elijah, SKA Rahim, WK New, CY Leow… - IEEE …, 2022 - ieeexplore.ieee.org
Machine learning (ML) which is a subset of artificial intelligence is expected to unlock the
potential of challenging large-scale problems in conventional massive multiple-input …

Massive mimo detectors based on deep learning, stair matrix, and approximate matrix inversion methods

MA Albreem, KA Alnajjar, AJ Almasadeh - IEEE Access, 2023 - ieeexplore.ieee.org
Massive multiple-input multiple-output (MIMO) is an essential technology in fifth-generation
(5G) and beyond 5G (B5G) communication systems. Massive MIMO is employed to meet the …

An Investigation of Spectral Efficiency in Linear MRC and MMSE Detectors with Perfect and Imperfect CSI for Massive MIMO Systems.

I Kumar, RK Mishra - Traitement du Signal, 2021 - search.ebscohost.com
In this paper, the performance of two linear detectors in multi-user (MU) multiple-input
multiple-output (MIMO) systems is investigated. The uplink sum rate and lower bound of …

Advanced Decoding Methods for Massive-MIMO Systems Employing Deep Learning

S Kumar, M Singh - 2024 Fourth International Conference on …, 2024 - ieeexplore.ieee.org
Massive Multiple Input Multiple Output (MIMO) technology has a lot of potential for meeting
wireless communication systems' growing need for large data rates. This work presents a …

Towards real-time, machine learning enhanced signal detection in 5G-NR

S Brennsteiner - 2023 - era.ed.ac.uk
Mobile communication technology is essential in our connected society. In 2022, the
deployment of the 5th Generation New Radio (5G-NR) standard is well on its way in many …

[PDF][PDF] Intelligent Massive MIMO Systems for Beyond 5G Networks: An Overview and Future Trends

K CUMANAN, T GEOK - pure.york.ac.uk
Machine learning (ML) which is a subset of artificial intelligence is expected to unlock the
potential of challenging large-scale problems in conventional massive multiple-input …

[PDF][PDF] Massive MIMO Detectors Based on Deep Learning, Stair Matrix, and Approximate Matrix Inversion Methods

A ALMASADEH - academia.edu
Massive multiple-input multiple-output (MIMO) is an essential technology in fifth-generation
(5G) and beyond 5G (B5G) communication systems. Massive MIMO is employed to meet the …

[引用][C] An Investigation of Spectral Efficiency in Linear MRC and MMSE Detectors with Perfect and Imperfect CSI for Massive MIMO Systems An Investigation of …

I Kumar, RK Mishra