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 …
Overlay cognitive radio networks enabled energy harvesting with random AF relays
In this paper, we investigate an overlay cognitive radio network (CRN) in which one user is
selected among multiple secondary users (SUs) to harvest energy from primary …
selected among multiple secondary users (SUs) to harvest energy from primary …
Deep Reinforcement Learning for Joint Power Control and Access Coordination in Energy Harvesting CIoT
NA Khalek, N Abdolkhani… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
The Internet of Things (IoT) has attracted a lot of interest owing to its various applications.
Cognitive IoT (CIoT) networks utilize cognitive radio (CR) technology to relieve spectrum …
Cognitive IoT (CIoT) networks utilize cognitive radio (CR) technology to relieve spectrum …
DeepSense: An unsupervised deep clustering approach for cooperative spectrum sensing
NA Khalek, W Hamouda - ICC 2023-IEEE International …, 2023 - ieeexplore.ieee.org
Cognitive radio (CR) users can transmit data as vacant licensed bands become available.
By using machine learning, CR users can intelligently sense channel activity and determine …
By using machine learning, CR users can intelligently sense channel activity and determine …
DEAP learning: A data-driven approach to unsupervised cooperative spectrum sensing
NA Khalek, W Hamouda - GLOBECOM 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
In this paper, we present DEAP learning, an unsupervised approach for cooperative
spectrum sensing. DEAP learning uses a sparse autoencoder (SAE) to learn a useful …
spectrum sensing. DEAP learning uses a sparse autoencoder (SAE) to learn a useful …
Defending Against Byzantine Attacks in CRNs: PCA-Based Malicious User Detection and Weighted Cooperative Spectrum Sensing
Cognitive radio (CR) technology is a viable solution for assisting secondary users to share
the licensed radio spectrum of primary users. Cooperative spectrum sensing (CSS) …
the licensed radio spectrum of primary users. Cooperative spectrum sensing (CSS) …
Machine Learning Aided Spectrum Sensing
RS Jabbal, V Srivastava… - … Conference on Electrical …, 2023 - ieeexplore.ieee.org
Spectrum sensing (SS) is a key concept that determines the effectiveness of cognitive radio
(CR). Although multiple sensing practices have been proposed in the literature, out of them …
(CR). Although multiple sensing practices have been proposed in the literature, out of them …
[引用][C] Security in physical layer of cognitive radio networks
DH Tashman, W Hamouda - Physical Layer Security for Wireless Sensing and …, 2023 - IET