[PDF][PDF] Performance analysis of efficient spectrum utilization in cognitive radio networks by dynamic spectrum access and artificial neuron network algorithms.

MS Chinnathampy, A Thangavelu… - Int. Arab J. Inf …, 2022 - iajit.org
Efficient spectrum utilization is a prominent issue in cognitive radio networks. Owing to this,
power allocation policies are proposed which underlay cognitive radio networks together …

Smart routing management framework exploiting dynamic data resources of cross-layer design and machine learning approaches for mobile cognitive radio networks …

QM Salih, MA Rahman, F Al-Turjman, ZRM Azmi - IEEE Access, 2020 - ieeexplore.ieee.org
The concept of Cognitive Radio (CR) has emerged as a practical solution to solve the issue
of the fixed spectrum and bandwidth scarcity in wireless communication. However, the …

Adaptive resource allocation method based on deep Q network for industrial Internet of Things

X Lai, Q Hu, W Wang, L Fei, Y Huang - IEEE Access, 2020 - ieeexplore.ieee.org
The transformation and upgrading of the industrial manufacturing field brings important
development opportunities for the promotion and deployment of the Industrial Internet of …

Cross‐layer perspective for channel assignment in cognitive radio networks: A survey

N Gupta, SK Dhurandher - International Journal of …, 2020 - Wiley Online Library
With the advent of various emerging wireless products, the usage of limited spectrum has
grown exponentially in the recent years. In the next few years, that mobile data traffic …

A novel routing protocol for software defined radios

KA Darabkh, MH Al-Tahaineh… - … on Software Defined …, 2022 - ieeexplore.ieee.org
Software Defined Radio (SDR)-powered cognitive radio network architectures are likely to
play a prominent role in future 5G networks. Cognitive Radio (CR) and SDR appear to be …

Joint channel assignment and power allocation based on maximum concurrent multicommodity flow in cognitive radio networks

A Salah, HM Abdel-Atty, RY Rizk - … and Mobile Computing, 2018 - Wiley Online Library
Emerging cognitive radio networking technology potentially provides a promising solution to
the spectrum underutilization problem in wireless access. In this paper, a cross‐layer routing …

JCARP: Joint Channel Assignment and Routing Protocol for cognitive-radio-based internet of things (CRIoT)

KA Darabkh, MH Al-Tahaineh… - Journal of Information and …, 2024 - Taylor & Francis
To deal efficiently with the spectrum sharing between cognitive radio users, we propose an
innovative routing protocol involving not only a joint and fully distributed spectrum …

Online learning for shortest path and backpressure routing in wireless networks

O Amar, K Cohen - 2021 IEEE International Symposium on …, 2021 - ieeexplore.ieee.org
We consider the adaptive routing problem in multihop wireless networks. The link states are
assumed to be random variables drawn from unknown distributions, independent and …

An apprenticeship learning scheme based on expert demonstrations for cross-layer routing design in cognitive radio networks

Y Du, L Xue, Y Xu, Z Liu - AEU-International Journal of Electronics and …, 2019 - Elsevier
Abstract In cognitive radio, Reinforcement Learning (RL) has been widely applied to the
construction of cognition engine. However, two crucial challenges remain to be resolved …

An online learning approach to shortest path and backpressure routing in wireless networks

O Amar, I Sarfati, K Cohen - IEEE Access, 2023 - ieeexplore.ieee.org
We consider the problem of adaptive routing in wireless communication networks. The
problem is investigated in the online learning context, where the link states are assumed to …