Deep learning-aided 6G wireless networks: A comprehensive survey of revolutionary PHY architectures
Deep learning (DL) has proven its unprecedented success in diverse fields such as
computer vision, natural language processing, and speech recognition by its strong …
computer vision, natural language processing, and speech recognition by its strong …
Aerial intelligent reflecting surfaces in mimo-noma networks: Fundamentals, potential achievements, and challenges
Non-orthogonal multiple access (NOMA) technique and unmanned aerial vehicles (UAVs)
have been recognized as promising technologies for enabling the stringent requirements of …
have been recognized as promising technologies for enabling the stringent requirements of …
Multi-agent reinforcement learning-based buffer-aided relay selection in IRS-assisted secure cooperative networks
This paper proposes a multi-agent deep reinforcement learning-based buffer-aided relay
selection scheme for an intelligent reflecting surface (IRS)-assisted secure cooperative …
selection scheme for an intelligent reflecting surface (IRS)-assisted secure cooperative …
Intelligent resource allocation for IRS-enhanced OFDM communication systems: A hybrid deep reinforcement learning approach
Orthogonal frequency division multiplexing (OFDM) systems have been widely applied in
practice since OFDM has diverse outstanding advantages. However, their performance …
practice since OFDM has diverse outstanding advantages. However, their performance …
Deep learning enabled IRS for 6G intelligent transportation systems: A comprehensive study
Intelligent Transportation Systems (ITS) play an increasingly significant role in our life, where
safe and effective vehicular networks supported by sixth-generation (6G) communication …
safe and effective vehicular networks supported by sixth-generation (6G) communication …
FlyReflect: Joint flying IRS trajectory and phase shift design using deep reinforcement learning
Aerial access infrastructures have been considered a compulsory component of the sixth-
generation (6G) networks, where airborne vehicles play the role of mobile access points to …
generation (6G) networks, where airborne vehicles play the role of mobile access points to …
Intelligent omni surface-assisted secure MIMO communication networks with artificial noise
Intelligent omni surface (IOS) technology that can provide both reflection and refraction for
signals impinging on its surface, was recently proposed to overcome the coverage area …
signals impinging on its surface, was recently proposed to overcome the coverage area …
Double deep learning for joint phase-shift and beamforming based on cascaded channels in RIS-assisted MIMO networks
This letter investigates machine learning approach for the joint optimal phase shift and
beamforming in the reconfigurable intelligent surface (RIS) assisted multiple-input and …
beamforming in the reconfigurable intelligent surface (RIS) assisted multiple-input and …
Improved Artificial Rabbits Algorithm for Positioning Optimization and Energy Control in RIS Multiuser Wireless Communication Systems
An innovative method to raise wireless communication systems' efficiency is to use
Reconfigurable Intelligent Surface (RIS). Unfortunately, determining the quantity and …
Reconfigurable Intelligent Surface (RIS). Unfortunately, determining the quantity and …
Machine-learning-empowered passive beamforming and routing design for multi-RIS-assisted multihop networks
This article proposes a novel machine-learning-based routing optimization for the multiple
reconfigurable intelligent surfaces (M-RIS)-assisted multihop cooperative networks, in which …
reconfigurable intelligent surfaces (M-RIS)-assisted multihop cooperative networks, in which …