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 …

Jamming-and-relaying strategy for non-linear energy scavenging networks

T Le-Thanh, K Ho-Van - Arabian Journal for Science and Engineering, 2023 - Springer
Relay selection not only maintains but also improves the reliability of source-destination
communication when the direct communication link cannot be established because of deep …

Overlay cognitive radio networks enabled energy harvesting with random AF relays

DH Tashman, W Hamouda, JM Moualeu - IEEE Access, 2022 - ieeexplore.ieee.org
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 …

Performance optimization of energy-harvesting underlay cognitive radio networks using reinforcement learning

DH Tashman, S Cherkaoui… - … and Mobile Computing …, 2023 - ieeexplore.ieee.org
In this paper, a reinforcement learning technique is employed to maximize the performance
of a cognitive radio network (CRN). In the presence of primary users (PUs), it is presumed …

Physical layer security in SWIPT-based cooperative vehicular relaying networks

P Odong, AH Abd El-Malek, A Allam… - Vehicular …, 2024 - Elsevier
The future of autonomous transportation systems depends on energy sustainability and
secure information exchange from low-power vehicular sensors, hence the increased …

Optimizing Cognitive Networks: Reinforcement Learning Meets Energy Harvesting Over Cascaded Channels

DH Tashman, S Cherkaoui… - IEEE Systems Journal, 2024 - ieeexplore.ieee.org
This article presents a reinforcement learning-based approach to improve the physical layer
security of an underlay cognitive radio network over cascaded channels. These channels …

Maximizing Reliability in Overlay Radio Networks With Time Switching and Power Splitting Energy Harvesting

DH Tashman, S Cherkaoui… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Cognitive radio networks (CRNs) are acknowledged for their ability to tackle the issue of
spectrum under-utilization. In the realm of CRNs, this paper investigates the energy …

Securing cognitive radio networks via relay and jammer-based energy harvesting on cascaded channels

DH Tashman, W Hamouda… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
Physical-layer security (PLS) is examined in this paper for an underlay cognitive radio
network (CRN). Two secondary users (SUs) interact through a relay that is equipped with …

Physical-layer security for primary users in 5G underlay cognitive radio system via artificial-noise-aided by secondary users

AM Al-Rjoob, AA Ababnah, MF Al-Mistarihi… - … Journal of Computers …, 2024 - Taylor & Francis
The advent of the Internet of Things (IoT) has revolutionized connectivity by interconnecting
a vast array of devices, underscoring the critical need for robust data security, particularly at …

Federated Learning-based MARL for Strengthening Physical-Layer Security in B5G Networks

DH Tashman, S Cherkaoui… - ICC 2024-IEEE …, 2024 - ieeexplore.ieee.org
This paper explores the application of a federated learning-based multi-agent reinforcement
learning (MARL) strategy to enhance physical-layer security (PLS) in a multi-cellular network …