Machine learning approaches for spectrum management in cognitive radio networks

AM Mikaeil - Machine Learning-Advanced Techniques and …, 2018 - books.google.com
Cognitive radio (CR) provides a better way for utilization of spectrum resource by introducing
an opportunistic usage of the frequency bands that are not heavily occupied by a licensed …

Cognitive Radio Sensor Networks: A Multi-Layer Perspective

A JAMAL - 2015 - scholarbank.nus.edu.sg
Due to proliferation of wireless devices, communication over the crowded spectrum bands is
becoming increasingly di? cult and energy consuming. Therefore, a need arises to find an …

Cognitive-empowered femtocells: An intelligent paradigm of a robust and efficient media access

XY Wang - 2010 - uwspace.uwaterloo.ca
Driven by both the need for ubiquitous wireless services and the stringent strain on radio
spectrum faced in today's wireless communications, cognitive radio (CR) have been …

Optimization Techniques for Spectrum Sensing in Cognitive Radio Network

KA Daman - shodhganga.inflibnet.ac.in
Cognitive Radio (CR) system is a radio system which is aware of its operational and
newlinegeographical environment, established policies and also its internal state. It is able …

[PDF][PDF] Genetic Algorithm Based Dynamic Chanel Reservation Scheme for Cognitive Radio Networks

MT Ali, MA Aslam, J Ashraf, S Nawaz, MA Fazal - researchgate.net
Abstract Cognitive Radio Networks emerged as optimal solution for resolving spectrum
scarcity challenges due to its opportunistic nature of bandwidth utilization. CRN behaved as …

Convergence of IoT and cognitive radio networks: A survey of applications, techniques, and challenges

M Khasawneh, A Azab, S Alrabaee, H Sakkal… - IEEE …, 2023 - ieeexplore.ieee.org
Cognitive Radio Networks (CRNs) have been proposed as a solution to the problem of
spectrum scarcity in wireless communication systems. CRNs allow for dynamic spectrum …

[图书][B] Encyclopedia of Wireless Networks

X Shen, X Lin, K Zhang - 2020 - Springer
In cognitive radio networks, the media access control (MAC) protocols need to determine the
availability of spectrum resource through spectrum sensing and coordinate with the other …

Open research issues in multi-hop cognitive radio networks

S Sengupta, KP Subbalakshmi - IEEE Communications …, 2013 - ieeexplore.ieee.org
Cognitive radio networks hold the key to achieving better radio bandwidth utilization and
improving the quality of wireless applications. The next step in this fast emerging paradigm …

Review on Different Energy Efficiency Techniques in Cognitive Radio Networks

M Kalra, A Vohra, N Mariwala - 2021 6th International …, 2021 - ieeexplore.ieee.org
Spectrum sensing is the most important function of the Cognitive Radio. One of the most
important challenges in the spectrum sensing is the detection of primary users in very short …

Deep Learning Opportunities for Resource Management in Cognitive Radio Networks

BTJ Maharaj, BS Awoyemi, BTJ Maharaj… - … in Cognitive Radio …, 2022 - Springer
This chapter discusses the use of machine and deep learning in spectrum and resource
optimisation for the cognitive radio networks. Indeed, modern cognitive radio networks are …