Intelligent cooperative spectrum sensing via hierarchical Dirichlet process in cognitive radio networks

XL Huang, F Hu, J Wu, HH Chen… - IEEE Journal on …, 2014 - ieeexplore.ieee.org
Cognitive radio (CR) is a critical technology for improving spectrum utilization and solving
the radio spectrum scarcity problem. In CR devices, spectrum sensing is important to …

Channel status learning for cooperative spectrum sensing in energy-restricted cognitive radio networks

Z Jin, K Yao, B Lee, J Cho, L Zhang - IEEE Access, 2019 - ieeexplore.ieee.org
A cognitive radio (CR) is a promising technology to solve the emerging spectrum crisis,
especially for applications where thousands of wireless sensor nodes are deployed. Since …

Cooperative spectrum sensing based on multi-features combination network in cognitive radio network

M Xu, Z Yin, Y Zhao, Z Wu - Entropy, 2022 - mdpi.com
Cognitive radio, as a key technology to improve the utilization of radio spectrum, acquired
much attention. Moreover, spectrum sensing has an irreplaceable position in the field of …

A weighted cooperative spectrum sensing framework for infrastructure-based cognitive radio networks

Y Zhao, M Song, C Xin - Computer communications, 2011 - Elsevier
Spectrum sensing plays a critical role in cognitive radio networks. A good sensing scheme
can reduce the false alarm probability and the miss detection probability, and thus improves …

Belief propagation based cooperative compressed spectrum sensing in wideband cognitive radio networks

Z Zhang, Z Han, H Li, D Yang… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
Wideband spectrum sensing in heterogenous cognitive radio networks has two significant
challenges to tackle. One is the spectrum acquisition in the wideband scenario due to the …

Intelligent clustering cooperative spectrum sensing based on Bayesian learning for cognitive radio network

X Liu, X Zhang, H Ding, B Peng - Ad Hoc Networks, 2019 - Elsevier
In cognitive radio network, cooperative spectrum sensing (CSS) can improve the sensing
performance on the absence of a primary user, when the sensing channel is in severe …

Cooperative spectrum sensing based on two-stage detectors with multiple energy detectors and adaptive double threshold in cognitive radio networks

A Bagwari, GS Tomar, S Verma - Canadian Journal of Electrical …, 2013 - ieeexplore.ieee.org
This paper presents two-stage detectors for spectrum sensing in cognitive radio networks.
The first stage consists of multiple energy detectors, where each energy detector (ED) has a …

Centralized and decentralized cooperative spectrum sensing in cognitive radio networks: A novel approach

N Noorshams, M Malboubi… - 2010 IEEE 11th …, 2010 - ieeexplore.ieee.org
In this paper, the cooperative spectrum sensing is probabilistically modeled as a mixture of
two Gaussian distributions and EM algorithm is applied for learning the parameters and …

Siegel distance-based fusion strategy and differential evolution algorithm for cooperative spectrum sensing

J Zhuang, Y Wang, S Peng, S Zhang, Y Liu - Digital Signal Processing, 2023 - Elsevier
Cooperative spectrum sensing (CSS) offers cognitive radio networks a promising solution to
efficiently address the issue of spectrum scarcity. To enhance the detection performance of …

Performance optimisation of cooperative spectrum sensing in mobile cognitive radio networks

J Wu, C Wang, Y Yu, T Song, J Hu - IET Communications, 2020 - Wiley Online Library
Cooperative spectrum sensing is a key technology of cognitive radio networks (CRNs) to the
reliability of spectrum sensing but is prone to be affected by a series of user characteristics …