AIDETECT-AI-based Integratable Detection for Beyond 5G Networks

MY Daha, J Rafferty, MI Ashraf… - 2023 3rd International …, 2023 - ieeexplore.ieee.org
The integration of Artificial Intelligence (AI) technologies has revolutionized wireless
communication in Multiple Input Multiple Output (MIMO) systems. However, signal detection …

DM-DETECT–A Deep MIMO Detector for Beyond 5G Networks

MY Daha, J Rafferty, MI Ashraf… - 2023 Second …, 2023 - ieeexplore.ieee.org
The revolution of Artificial Intelligence (AI) transforms the Multiple Input Multiple Output
(MIMO) technology into Massive MIMO (Ma-MIMO) technology. However, despite the …

[PDF][PDF] e-Prime-Advances in Electrical Engineering, Electronics and Energy

G Omondi, TO Olwal - researchgate.net
In recent times, artificial intelligence (AI) has gained considerable attention as a highly
promising technology for enhancing the performance of multiple-input multiple-output …

[HTML][HTML] Towards artificial intelligence-aided mimo detection for 6g communication systems: a review of current trends, challenges and future directions

G Omondi, TO Olwal - e-Prime-Advances in Electrical Engineering …, 2023 - Elsevier
In recent times, artificial intelligence (AI) has gained considerable attention as a highly
promising technology for enhancing the performance of multiple-input multiple-output …

Deep Learning Detection for Massive MIMO Systems

SP Azizi, SC Cheng, HY Lu - 2023 22nd International …, 2023 - ieeexplore.ieee.org
This study explores a technique for addressing detection challenges in large multiple-input
multipleoutput (MIMO) systems using deep learning (DL) and mathematical principles. The …

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 …

Analysis of Deep Learning-based MIMO Detectors

S Yun, Y Lee - 2023 14th International Conference on …, 2023 - ieeexplore.ieee.org
Multiple-Input Multiple-Output (MIMO) communication systems have become a fundamental
technology in modern wireless networks due to their ability to enhance data rates and …

Semi-supervised learning for MIMO detection

P Ao, R Li, R Sun, J Xue - 2022 14th International Conference …, 2022 - ieeexplore.ieee.org
The model-driven deep learning method has been verified to be effective for signal detection
in the massive multi-input multi-output (MIMO) system. In previous work, this kind of methods …

Deep unfolded sparse refinement network based detection in uplink massive MIMO

A Datta, A Nema, V Bhatia - IEEE Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
Massive multiple-input multiple-output (mMIMO) is a promising technique to realize the ever-
increasing demand for high-speed data, quality of service (QoS), and energy efficiency for …

Deep learning based trainable approximate message passing for massive MIMO detection

P Zheng, Y Zeng, Z Liu, Y Gong - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
In this paper, we present a deep learning based trainable approximate message passing
algorithm (TAMP) for signal detection in massive multiple-input multiple-output (MIMO) …