Spectrum exploration and exploitation for cognitive radio: Recent advances

J Lunden, V Koivunen, HV Poor - IEEE signal processing …, 2015 - ieeexplore.ieee.org
… of the spectrum. The purpose of this article is to present recent advances in spectrum exploration
… The goal is to jointly optimize the identification and access of underutilized spectrum in …

Channel exploration and exploitation with imperfect spectrum sensing in cognitive radio networks

Z Zhang, H Jiang, P Tan… - IEEE Journal on Selected …, 2013 - ieeexplore.ieee.org
… The cognitive sensing problem is investigated and formulated as an … in cognitive radio,
perfect channel sensing is assumed, and each secondary user can utilize all observed spectrum

Efficient exploration in reinforcement learning-based cognitive radio spectrum sharing

T Jiang, D Grace, PD Mitchell - IET communications, 2011 - IET
… , to enable an efficient learning process in the context of cognitive radio. Learning … to cognitive
radio since cognitive radio users will cause a higher level of disturbance in the exploration

Decision making for cognitive radio equipment: analysis of the first 10 years of exploration

W Jouini, C Moy, J Palicot - Eurasip journal on wireless communications …, 2012 - Springer
… This article draws a general retrospective view on the first 10 years of cognitive radio (CR).
More specifically, we explore in this article decision making and learning for CR from an …

Spectrum sensing for cognitive radio: State-of-the-art and recent advances

E Axell, G Leus, EG Larsson… - IEEE signal processing …, 2012 - ieeexplore.ieee.org
… Various measurements of spectrum utilization have shown substantial unused resources …
cognitive radio is to exploit these underutilized spectral resources by reusing unused spectrum

An order optimal policy for exploiting idle spectrum in cognitive radio networks

J Oksanen, V Koivunen - IEEE Transactions on Signal …, 2015 - ieeexplore.ieee.org
spectrum sensing policy employing recency-based exploration is proposed for cognitive radio
… problem of finding a spectrum sensing policy for multiband dynamic spectrum access as a …

Two-stage reinforcement-learning-based cognitive radio with exploration control

T Jiang, D Grace, Y Liu - IET communications, 2011 - IET
… Abstract: This study presents a novel two-stage reinforcement-learning-based algorithm
for distributed cognitive radio (CR) spectrum sharing. The traditional reinforcement-learning …

Spectrum sensing for cognitive radio: Recent advances and future challenge

A Nasser, H Al Haj Hassan, J Abou Chaaya… - Sensors, 2021 - mdpi.com
Spectrum Sensing (SS) plays an essential role in Cognitive Radio (CR) networks to diagnose
the availability of frequency resources. In this paper, we aim to provide an in-depth survey …

Deep CM-CNN for spectrum sensing in cognitive radio

C Liu, J Wang, X Liu, YC Liang - IEEE Journal on Selected …, 2019 - ieeexplore.ieee.org
spectrum efficiency, cognitive radio (CR) technology has been proposed. The basic idea of
CR is the spectrum … 2, we use a DNN to explore features to design a data-driven test statistic, …

Advances on spectrum sensing for cognitive radio networks: Theory and applications

A Ali, W Hamouda - IEEE communications surveys & tutorials, 2016 - ieeexplore.ieee.org
… on the radio parameters. Subsequently, we review the existing spectrum sensing works
applied to different categories such as narrowband sensing, narrowband spectrum monitoring, …