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 …

Efficient memory-bounded optimal detection for GSM-MIMO systems

K He, L He, L Fan, X Lei, Y Deng… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We investigate the optimal signal detection problem in large-scale multiple-input multiple-
output (MIMO) system with the generalized spatial modulation (GSM) scheme, which can be …

Multi-agent reinforcement learning-based distributed dynamic spectrum access

H Albinsaid, K Singh, S Biswas… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Dynamic spectrum access (DSA) is an effective solution for efficiently utilizing the radio
spectrum by sharing it among various networks. Two primary tasks of a DSA controller are …

Deep-learning-aided joint channel estimation and data detection for spatial modulation

L Xiang, Y Liu, T Van Luong, RG Maunder… - IEEE …, 2020 - ieeexplore.ieee.org
Deep neural network (DNN)-aided spatial modulation (SM) is conceived. In particular, a pair
of DNN structures are designed for replacing the conventional model-based channel …

Passive beamforming design and DNN-based signal detection in RIS-assisted MIMO systems with generalized spatial modulation

K Singh, AF Makarim, H Albinsaid… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Reconfigurable Intelligent Surfaces (RISs) have recently gained significant attention as they
enable controlling the wireless propagation environment to improve information …

Signal detection in GSM-based in-band full-duplex communication using DNN

P Saikia, S Biswas, K Singh… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
An in-band full-duplex (IBFD) multiple-input multiple-output (MIMO) radio's self-interference
(SI) cancellation strength usually determine its performance gains over conventional half …

RIS-based opposite phase index modulation and its DNN-assisted joint sequence detection

X Jin, X Li, Y Feng, M Wen, C Huang… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS), a key technology for future wireless
communications, allows intelligent reflection of signals and information transmission. The …

Enhanced Reconfigurable Intelligent Surface Assisted Spatial Index Modulation

B An, L Wu, Z Zhang, J Dang, B Zhu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS)-assisted spatial index modulation (SIM) is a
promising candidate for future wireless communication systems due to its high energy and …

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 …

Autoencoder-Based Spatial Modulation for the Next Generation of Wireless Networks

S Shrestha, S Naser, L Bariah… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
Spatial Modulation (SM) has been proposed as a multiple-input-multiple-output (MIMO)-
based technique to overcome the inter-channel interference experienced in conventional …