Advances in Machine Learning-Driven Cognitive Radio for Wireless Networks: A Survey
NA Khalek, DH Tashman… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The next frontier in wireless connectivity lies at the intersection of cognitive radio (CR)
technology and machine learning (ML), where intelligent networks can provide pervasive …
technology and machine learning (ML), where intelligent networks can provide pervasive …
Deep reinforcement learning and NOMA-based multi-objective RIS-assisted IS-UAV-TNs: Trajectory optimization and beamforming design
In this paper, we discuss the co-optimized performance of multi-reconfigurable intelligent
surface (RIS)-assisted integrated satellite-unmanned aerial vehicle-terrestrial network (IS …
surface (RIS)-assisted integrated satellite-unmanned aerial vehicle-terrestrial network (IS …
Actor-critic methods for IRS design in correlated channel environments: A closer look into the neural tangent kernel of the critic
S Evmorfos, AP Petropulu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The article studies the design of an Intelligent Reflecting Surface (IRS) in order to support a
Multiple-Input-Single-Output (MISO) communication system operating in a mobile …
Multiple-Input-Single-Output (MISO) communication system operating in a mobile …
A Survey on Resource Allocation and Energy Efficient Maximization for IRS-Aided MIMO Wireless Communication
N Baskar, P Selvaprabhu, VB Kumaravelu… - IEEE …, 2024 - ieeexplore.ieee.org
This survey paper provides a comprehensive overview of integrating Multiple-Input Multiple-
Output (MIMO) with Intelligent Reflecting Surfaces (IRS) in wireless communication systems …
Output (MIMO) with Intelligent Reflecting Surfaces (IRS) in wireless communication systems …
Optimization-Driven DRL-Based Joint Beamformer Design for IRS-Aided ITSN Against Smart Jamming Attacks
This paper investigates an intelligent reflecting surfaces (IRS) aided anti-jamming
communication strategy in the integrated terrestrial-satellite network (ITSN), where the IRS is …
communication strategy in the integrated terrestrial-satellite network (ITSN), where the IRS is …
Opponent's dynamic prediction model-based power control scheme in secure transmission and smart jamming game
In this article, we propose a novel power control scheme for secure transmission and smart
jamming game to solve the problem of the decline of anti-jamming performance due to the …
jamming game to solve the problem of the decline of anti-jamming performance due to the …
Learning-Based Intelligent Reflecting Surface-Aided Cell-Free Massive MIMO Systems
Q Wang, Q Chen, Y Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Intelligent reflecting surface (IRS) is amenable to assisting cell-free wireless networks
because of its low cost and high spectrum efficiency. However, solving the IRS optimization …
because of its low cost and high spectrum efficiency. However, solving the IRS optimization …
From External Interaction to Internal Inference: An Intelligent Learning Framework for Spectrum Sharing and UAV Trajectory Optimization
Unmanned aerial vehicle (UAV) communication is of crucial importance in realizing
heterogeneous practical wireless application scenarios. However, it is susceptible to the …
heterogeneous practical wireless application scenarios. However, it is susceptible to the …
Joint Design for STAR-RIS Aided ISAC: Decoupling or Learning
Integrated sensing and communication (ISAC) technology effectively enables spectrum and
hardware sharing between radar and communication. Moreover, ISAC outperforms …
hardware sharing between radar and communication. Moreover, ISAC outperforms …
Performance analysis of overlay-based cognitive radio networks with MRC/SC and DT/AF/DF
T Le-Thanh, K Ho-Van - Wireless Networks, 2023 - Springer
This paper studies overlay-based cognitive radio networks (ObCRNs) where transmission
from a licensed transmitter (LT) to a licensed receiver (LR) is supported by an unlicensed …
from a licensed transmitter (LT) to a licensed receiver (LR) is supported by an unlicensed …