Cost-aware learning and optimization for opportunistic spectrum access

C Gan, R Zhou, J Yang, C Shen - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
In this paper, we investigate cost-aware joint learning and optimization for multi-channel
opportunistic spectrum access in a cognitive radio system. We investigate a discrete-time …

Distributed stochastic online learning policies for opportunistic spectrum access

Y Gai, B Krishnamachari - IEEE Transactions on Signal …, 2014 - ieeexplore.ieee.org
The fundamental problem of multiple secondary users contending for opportunistic spectrum
access over multiple channels in cognitive radio networks has been formulated recently as a …

Online learning for multi-channel opportunistic access over unknown markovian channels

W Dai, Y Gai, B Krishnamachari - 2014 Eleventh Annual IEEE …, 2014 - ieeexplore.ieee.org
A fundamental theoretical problem in opportunistic spectrum access is the following: a single
secondary user must choose a channel to sense and access at each time, with the …

Online learning in opportunistic spectrum access: A restless bandit approach

C Tekin, M Liu - 2011 Proceedings IEEE INFOCOM, 2011 - ieeexplore.ieee.org
We consider an opportunistic spectrum access (OSA) problem where the time-varying
condition of each channel (eg, as a result of random fading or certain primary users' …

Efficient online learning for opportunistic spectrum access

W Dai, Y Gai, B Krishnamachari - 2012 Proceedings IEEE …, 2012 - ieeexplore.ieee.org
The problem of opportunistic spectrum access in cognitive radio networks has been recently
formulated as a non-Bayesian restless multi-armed bandit problem. In this problem, there …

Sensing and probing cardinalities for active cognitive radios

T Van Nguyen, H Shin, TQS Quek… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
In a cognitive radio network, opportunistic spectrum access (OSA) to the underutilized
spectrum involves not only sensing the spectrum occupancy but also probing the channel …

Decentralized online learning algorithms for opportunistic spectrum access

Y Gai, B Krishnamachari - 2011 IEEE Global …, 2011 - ieeexplore.ieee.org
The fundamental problem of multiple secondary users contending for opportunistic spectrum
access over multiple channels in cognitive radio networks has been formulated recently as a …

Optimal competitive algorithms for opportunistic spectrum access

NB Chang, M Liu - IEEE Journal on Selected Areas in …, 2008 - ieeexplore.ieee.org
We consider opportunistic spectrum access (OSA) strategies for a transmitter in a
multichannel wireless system, where a channel may or may not be available and the …

Equilibrium sensing time for distributed opportunistic access incognitive radio networks

S Bouferda, E Sabir, A Hayar, M Rifi - Proceedings of the 16th ACM …, 2013 - dl.acm.org
In this paper, we consider a distributed opportunistic access (D-OSA), in which cognitive
radio (CR) users attempt to access a channel licensed to a primary network. In this context …

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
In this paper, the problem of opportunistic channel sensing and access in cognitive radio
networks when the sensing is imperfect and a secondary user can access up to a limited …