Machine learning techniques for cooperative spectrum sensing in cognitive radio networks

KM Thilina, KW Choi, N Saquib… - IEEE Journal on …, 2013 - ieeexplore.ieee.org
We propose novel cooperative spectrum sensing (CSS) algorithms for cognitive radio (CR)
networks based on machine learning techniques which are used for pattern classification. In …

Spatial-temporal opportunity detection for spectrum-heterogeneous cognitive radio networks: Two-dimensional sensing

Q Wu, G Ding, J Wang, YD Yao - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
This paper investigates the issue of spatial-temporal opportunity detection for spectrum-
heterogeneous cognitive radio networks, where at a given time secondary users (SUs) at …

A comparative study of spectrum awareness techniques for cognitive radio oriented wireless networks

R Umar, AUH Sheikh - Physical Communication, 2013 - Elsevier
Spectrum scarcity is impeding practical implementations of emerging wireless multimedia
applications requiring significantly more frequency spectrum. Cognitive radio (CR) has …

Spectrum sensing in opportunity-heterogeneous cognitive sensor networks: How to cooperate?

G Ding, J Wang, Q Wu, F Song, Y Chen - IEEE Sensors Journal, 2013 - ieeexplore.ieee.org
Cognitive sensor network (CSN) is a promising paradigm to address the spectrum scarcity
problem in traditional wireless sensor networks. Reliable spectrum sensing is essential to …

Energy-efficient cooperative spectrum sensing schemes for cognitive radio networks

N Zhao, FR Yu, H Sun, A Nallanathan - EURASIP Journal on Wireless …, 2013 - Springer
Rapidly rising energy costs and increasingly rigid environmental standards have led to an
emerging trend of addressing “energy efficiency” aspect of wireless communication …

Orthogonality and cooperation in collaborative spectrum sensing through MIMO decision fusion

PS Rossi, D Ciuonzo, G Romano - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
This paper deals with spectrum sensing for cognitive radio scenarios where the decision
fusion center (DFC) exploits array processing. More specifically, we explore the impact of …

Efficient soft decision fusion rule in cooperative spectrum sensing

W Han, J Li, Z Li, J Si, Y Zhang - IEEE Transactions on Signal …, 2013 - ieeexplore.ieee.org
In cognitive radio (CR), the soft decision fusion (SDF) rule plays a critical role in cooperative
spectrum sensing (CSS). However, the computational cost on obtaining efficient SDF rule …

Optimal periodic cooperative spectrum sensing based on weight fusion in cognitive radio networks

X Liu, M Jia, X Gu, X Tan - Sensors, 2013 - mdpi.com
The performance of cooperative spectrum sensing in cognitive radio (CR) networks depends
on the sensing mode, the sensing time and the number of cooperative users. In order to …

On the convergence of the chi square and noncentral chi square distributions to the normal distribution

D Horgan, CC Murphy - IEEE communications letters, 2013 - ieeexplore.ieee.org
A simple and novel asymptotic bound for the maximum error resulting from the use of the
central limit theorem to approximate the distribution of chi square and noncentral chi square …

A review of cooperative spectrum sensing in cognitive radios

B Ahsant, R Viswanathan - Advancement in Sensing Technology: New …, 2013 - Springer
Dramatically increasing requests for frequency bands in recent years, which has resulted in
spectrum scarcity, lead us to examine the feasibility of dynamic spectrum access (DSA) …