Deep learning-aided 6G wireless networks: A comprehensive survey of revolutionary PHY architectures

B Ozpoyraz, AT Dogukan, Y Gevez… - IEEE Open Journal …, 2022 - ieeexplore.ieee.org
Deep learning (DL) has proven its unprecedented success in diverse fields such as
computer vision, natural language processing, and speech recognition by its strong …

Bivariate pilot optimization for compressed channel estimation in RIS-assisted multiuser MISO-OFDM systems

R Jiang, Z Fei, S Huang, X Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In reconfigurable intelligent surface (RIS)-assisted wireless communication systems,
channel estimation is of paramount importance to unleash the full advantage of the high …

Multi-layer hybrid fuzzy classification based on SVM and improved PSO for speech emotion recognition

S Huang, H Dang, R Jiang, Y Hao, C Xue, W Gu - Electronics, 2021 - mdpi.com
Speech Emotion Recognition (SER) plays a significant role in the field of Human–Computer
Interaction (HCI) with a wide range of applications. However, there are still some issues in …

[HTML][HTML] Deep bidirectional LSTM for the signal detection of universal filtered multicarrier systems

MF Ahammed, AA Molla, R Kadir, MI Kadir - Machine Learning with …, 2022 - Elsevier
Universal filtered multicarrier (UFMC) has emerged as a potential waveform contender of
orthogonal frequency division multiplexing (OFDM) for the fifth generation (5G) and beyond …

Piecewise-drl: Joint beamforming optimization for ris-assisted mu-miso communication system

J Li, W Wang, R Jiang, X Wang, Z Fei… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
With the widespread connectivity of everyday devices realized by the advent of the Internet
of Things (IoT), communication between users of different devices has become increasingly …

Deep Recurrent Neural Network Based Detector for OFDM with Index Modulation

MA Aziz, MH Rahman, MAS Sejan, R Tabassum… - IEEE …, 2024 - ieeexplore.ieee.org
Index modulation (IM) leads to a decrease in power consumption and transmitter complexity
compared to classical orthogonal frequency division multiplexing (OFDM) systems. The …

Index Modulation: From Waveform Design to Reconfigurable Intelligent Surfaces

AT Dogukan, M Wen, E Basar - Fundamentals of 6G Communications and …, 2023 - Springer
While the first 5G-Advanced standard is being developed step by step with certain
advancements, wireless researchers have already begun exploring radical communication …

Optimized deep learning driven signal detection and adaptive channel estimation in underwater acoustic IoT networks

N Kapileswar, P Phani Kumar - International Journal of …, 2024 - Wiley Online Library
Nowadays, multiple input multiple outputs with orthogonal frequency division multiplexing
(MIMO‐OFDM) provide better communication performance that can be applied to the fast …

Timing‐deviation and frequency‐offset estimations for multicarrier transmission in high mobility environments using deep neural network

H Wu, X Geng, Z Chen, Y Zhao - International Journal of …, 2024 - Wiley Online Library
The multicarrier technology used in fourth‐generation (4G) and fifth‐generation (5G)
communications is quite susceptible to multipath fading and Doppler frequency shift, which …

Low-Complex AI-Empowered Receiver for Spatial Media-Based Modulation MIMO Systems

A Kabacı, M Başaran, HA Çırpan - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Next-generation communication systems are expected to integrate artificial intelligence (AI)
techniques into multi-antenna setups to improve system performance. One of the most …