Artificial Intelligence in 6G Wireless Networks: Opportunities, Applications, and Challenges

A Alhammadi, I Shayea, AA El-Saleh… - … Journal of Intelligent …, 2024 - Wiley Online Library
Wireless technologies are growing unprecedentedly with the advent and increasing
popularity of wireless services worldwide. With the advancement in technology, profound …

Deep Convolutional and Recurrent Neural-Network-Based Optimal Decoding for RIS-Assisted MIMO Communication

MH Rahman, MAS Sejan, MA Aziz, DS Kim, YH You… - Mathematics, 2023 - mdpi.com
The reconfigurable intelligent surface (RIS) is one of the most innovative and revolutionary
technologies for increasing the effectiveness of wireless systems. Deep learning (DL) is a …

Spectral Efficiency Analysis for IRS-Assisted MISO Wireless Communication: A Metaverse Scenario Proposal

MH Rahman, MAS Sejan, MA Aziz, DS Kim, YH You… - Mathematics, 2023 - mdpi.com
The metaverse is emerging as a next-generation internet paradigm that will enhance human
interaction and connectivity. Digital twinning, a fundamental strategy used in the metaverse …

HyDNN: A Hybrid Deep Learning Framework Based Multiuser Uplink Channel Estimation and Signal Detection for NOMA-OFDM System

MH Rahman, MAS Sejan, MA Aziz, YH You… - IEEE …, 2023 - ieeexplore.ieee.org
Deep learning (DL) techniques can significantly improve successive interference
cancellation (SIC) performance for the non-orthogonal multiple access (NOMA) system. The …

Deep Learning Based One Bit-ADCs Efficient Channel Estimation Using Fewer Pilots Overhead for Massive MIMO System

MH Rahman, MAS Sejan, MA Aziz, R Tabassum… - IEEE …, 2024 - ieeexplore.ieee.org
The massive MIMO approach presents an exciting prospect for the upcoming generation of
wireless transmission systems. However, the adoption of actual massive MIMO scenarios is …

Temporal Neural Network Framework Adaptation in Reconfigurable Intelligent Surface-Assisted Wireless Communication

MAS Sejan, MH Rahman, MA Aziz, YH You, HK Song - Sensors, 2023 - mdpi.com
A reconfigurable intelligent surface (RIS) has potential for enhancing the performance of
wireless communication. A RIS includes cheap passive elements, and the reflecting of …

Spectral Efficiency Improvement Using Bi-Deep Learning Model for IRS-Assisted MU-MISO Communication System

MA Aziz, MH Rahman, MAS Sejan, JI Baik, DS Kim… - Sensors, 2023 - mdpi.com
The intelligent reflecting surface (IRS) is a two-dimensional (2D) surface with a
programmable structure and is composed of many arrays. The arrays are used to supervise …

One-Bit Channel Estimation for IRS-aided Millimeter-Wave Massive MU-MISO System

S Wang, Q Li, J Lin - IEEE Transactions on Signal Processing, 2023 - ieeexplore.ieee.org
Recently, intelligent reflecting surface (IRS)-assisted communication has gained
considerable attention due to its advantage in extending the coverage and compensating …

Deep Bidirectional Learning Based Enhanced Outage Probability for Aerial Reconfigurable Intelligent Surface Assisted Communication Systems

MH Rahman, MAS Sejan, MA Aziz, R Tabassum… - Mathematics, 2024 - mdpi.com
The reconfiguration of wireless channels with reconfigurable reflecting surface (RIS)
technology offers new design options for future wireless networks. Due to its high altitude …

Channel Estimation for RIS-Assisted Time-Varying MIMO System: An Attention Based Learning Approach

Z Qi, D Liu, J Zhang - IEEE Transactions on Green …, 2024 - ieeexplore.ieee.org
The challenges of time-varying channel estimation in reconfigurable intelligent surface (RIS)-
based MIMO systems are focused on in this paper. We propose a scheme based on deep …