Machine learning-based physical layer security: techniques, open challenges, and applications

AK Kamboj, P Jindal, P Verma - Wireless Networks, 2021 - Springer
Wireless physical layer security (WPLS) is a powerful technology for current and emerging
mobile networks. Physical layer authentication (PLA), antenna selection (AS), and relay …

Relaying in the Internet of Things (IoT): A survey

U Uyoata, J Mwangama, R Adeogun - IEEE Access, 2021 - ieeexplore.ieee.org
The deployment of relays between Internet of Things (IoT) end devices and gateways can
improve link quality. In cellular-based IoT, relays have the potential to reduce base station …

Enabling multicarrier relay selection by sensing fusion and cascaded ANN for intelligent vehicular communications

S Dang, M Wen, S Mumtaz, J Li, C Li - IEEE Sensors Journal, 2020 - ieeexplore.ieee.org
Cooperative relaying has been adopted as one of the most important techniques to enhance
the energy efficiency and coverage. Multi-carrier relay selection is an efficient method to …

A review of relay assignment problem in the cooperative wireless sensor networks

M S. Al-kahtani - Electronics, 2020 - mdpi.com
The relay selection is a promising approach of maximizing the diversity gain achieved in the
cooperative wireless sensor networks. In the cooperative networks, the proper selection of …

Intelligent physical layer secure relay selection for wireless cooperative networks with multiple eavesdroppers

AK Kamboj, P Jindal, P Verma - Wireless Personal Communications, 2021 - Springer
The modern and emerging wireless communication technologies are benefiting from
relaying techniques, which is already adopted in long term evolution (LTE) Release 10. The …

Reinforcement learning-based multihop relaying: A decentralized Q-learning approach

X Wang, X Wang - Entropy, 2021 - mdpi.com
Conventional optimization-based relay selection for multihop networks cannot resolve the
conflict between performance and cost. The optimal selection policy is centralized and …

Optimal routing for multi-user multi-hop relay networks via dynamic programming

S Dayarathna, R Senanayake… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
In this letter, we study the relay selection problem in multi-user, multi-hop relay networks with
the objective of minimizing the network outage probability. When only one user is present, it …

Secure relay selection scheme for Traffic Congested Zone in VANET using grasshopper optimization and modified authentication key agreement algorithms

AA Monisha, TR Reshmi, K Murugan - Applied Intelligence, 2023 - Springer
Vehicular ad hoc network (VANET) has increased its popularity in the modern era of
communication and promises to provide ubiquitous connectivity, ultra-reliable, and low …

Machine learning-optimized relay selection method for mitigating interference in next generation communication networks

M Rathika, P Sivakumar - Wireless Networks, 2023 - Springer
Abstract In an effective Wireless Network (WN), low latency and reliability are essential to
provide adequate infrastructure for better communication. Cooperative Communication is …

Minimizing Age of Information: Adaptive Spectrum Sharing in Ultra-Reliable and Low-Latency eVTOL Communications

I Aryendu, S Arya, Y Wang - … Symposium on a World of Wireless …, 2024 - ieeexplore.ieee.org
The freshness of information related to status updates is crucial in time-critical applications
like disaster response and search and rescue operations. We can enhance network …