Anti-jamming transmissions with learning in heterogenous cognitive radio networks

T Chen, J Liu, L Xiao, L Huang - 2015 IEEE Wireless …, 2015 - ieeexplore.ieee.org
This paper investigates the interactions between a secondary user (SU) with frequency
hopping and a jammer with spectrum sensing in heterogenous cognitive radio networks …

Two-dimensional anti-jamming communication based on deep reinforcement learning

G Han, L Xiao, HV Poor - 2017 IEEE international conference …, 2017 - ieeexplore.ieee.org
In this paper, a two-dimensional anti-jamming communication scheme for cognitive radio
networks is developed, in which a secondary user (SU) exploits both spread spectrum and …

Power control with reinforcement learning in cooperative cognitive radio networks against jamming

L Xiao, Y Li, J Liu, Y Zhao - The Journal of Supercomputing, 2015 - Springer
In this paper, we study the anti-jamming power control problem of secondary users (SUs) in
a large-scale cooperative cognitive radio network attacked by a smart jammer with the …

Using game theory to battle jammer in control channels of cognitive radio ad hoc networks

MG Oskoui, P Khorramshahi… - 2016 IEEE International …, 2016 - ieeexplore.ieee.org
Because of opportunistic spectrum access, cognitive radio networks is a promising solution
for spectrum scarcity problem. In cognitive radio networks, users need to communicate …

A stochastic game model for jamming in multi-channel cognitive radio systems

Q Zhu, H Li, Z Han, T Başar - 2010 IEEE International …, 2010 - ieeexplore.ieee.org
The security issue in collaborative sensing in cognitive radio networks can be modeled as
attackers and secondary users in a jamming and anti-jamming scenario. In this paper, we …

Multi-agent reinforcement learning based cognitive anti-jamming

MA Aref, SK Jayaweera… - 2017 IEEE wireless …, 2017 - ieeexplore.ieee.org
This paper proposes a reinforcement learning based approach to anti-jamming
communications with wideband autonomous cognitive radios (WACRs) in a multi-agent …

Learning multi-channel power allocation against smart jammer in cognitive radio networks

F Slimeni, B Scheers, V Le Nir… - 2016 International …, 2016 - ieeexplore.ieee.org
We model the power allocation interaction between a cognitive radio and a jammer as a two-
player zero-sum game. First, we determine the power allocation strategy for the cognitive …

Anti-jamming transmission Stackelberg game with observation errors

L Xiao, T Chen, J Liu, H Dai - IEEE communications letters, 2015 - ieeexplore.ieee.org
As smart jammers that can analyze the ongoing radio transmission with flexible and
powerful control on jamming signals throw serious threats on cognitive radio networks …

Anti-jamming game to combat intelligent jamming for cognitive radio networks

K Ibrahim, SX Ng, IM Qureshi, AN Malik… - IEEE Access, 2021 - ieeexplore.ieee.org
Cognitive Radio (CR) provides a promising solution to the spectrum scarcity problem in
dense wireless networks, where the sensing ability of cognitive users helps acquire …

Multiagent jamming-resilient control channel game for cognitive radio ad hoc networks

BF Lo, IF Akyildiz - 2012 IEEE International Conference on …, 2012 - ieeexplore.ieee.org
Control channel jamming is a severe security problem in wireless networks. This results from
the fact that the attackers can effectively launch the denial of service attacks by jamming the …