This document discusses signal detection and classification techniques in cognitive radio systems. It begins with an introduction to cognitive radio and the importance of spectrum sensing. It then reviews several existing spectrum sensing techniques, including matched filter detection and energy detection. The key focus is on cyclostationary feature detection, which exploits the periodicities in signal statistics. The document proposes combining cyclostationary analysis with support vector machines for signal detection and classification in cognitive radios. It describes selecting spectral coherence characteristic parameters and choosing the optimal kernel and parameters for the support vector machine classifier. Performance analysis is provided over Gaussian and IEEE 802.22 WRAN channels. The proposed approach is found to be more effective than other classifiers like binary decision trees and multilayer perceptrons,
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328. Cognitive Radio Systems
Edited by Wei Wang
ISBN 978-953-307-021-6
Hard cover, 340 pages
Publisher InTech
Published online 01, November, 2009
Published in print edition November, 2009
Cognitive radio is a hot research area for future wireless communications in the recent years. In order to
increase the spectrum utilization, cognitive radio makes it possible for unlicensed users to access the spectrum
unoccupied by licensed users. Cognitive radio let the equipments more intelligent to communicate with each
other in a spectrum-aware manner and provide a new approach for the co-existence of multiple wireless
systems. The goal of this book is to provide highlights of the current research topics in the field of cognitive
radio systems. The book consists of 17 chapters, addressing various problems in cognitive radio systems.
How to reference
In order to correctly reference this scholarly work, feel free to copy and paste the following:
Hao Hu (2009). Cyclostationary Approach to Signal Detection and Classification in Cognitive Radio Systems,
Cognitive Radio Systems, Wei Wang (Ed.), ISBN: 978-953-307-021-6, InTech, Available from:
http://www.intechopen.com/books/cognitive-radio-systems/cyclostationary-approach-to-signal-detection-andclassification-in-cognitiveradio-systems
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