Wideband Spectrum Sensing Based on Bidirectional Decision of Normalized Spectrum for Cognitive Radio Networks

Cognitive radio (CR) is considered to be an effective approach to eliminate the dilemma of spectrum shortage. To meet the ever-increasing demands of instant and accurate spectrum sensing in CR with wideband and multi-frequency-slots, a novel wideband spectrum sensing algorithm based on bidirectional...

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Main Authors: Peihan Qi, Yi Du, Danyang Wang, Zan Li
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8851201/
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spelling doaj-0ac6c69836de49cda593c2a20760c66d2021-03-29T23:53:21ZengIEEEIEEE Access2169-35362019-01-01714083314084510.1109/ACCESS.2019.29441478851201Wideband Spectrum Sensing Based on Bidirectional Decision of Normalized Spectrum for Cognitive Radio NetworksPeihan Qi0Yi Du1Danyang Wang2https://orcid.org/0000-0001-6930-5628Zan Li3State Key Laboratory of Integrated Service Networks, Xidian University, Xi’an, ChinaState Key Laboratory of Integrated Service Networks, Xidian University, Xi’an, ChinaState Key Laboratory of Integrated Service Networks, Xidian University, Xi’an, ChinaState Key Laboratory of Integrated Service Networks, Xidian University, Xi’an, ChinaCognitive radio (CR) is considered to be an effective approach to eliminate the dilemma of spectrum shortage. To meet the ever-increasing demands of instant and accurate spectrum sensing in CR with wideband and multi-frequency-slots, a novel wideband spectrum sensing algorithm based on bidirectional decision of normalized spectrum (BDNP) is proposed in this paper. The proposed algorithm takes the normalized power spectrum within the frequency slot as the detection statistics, and finds out all of the occupied frequency slots in the range of the target bandwidth by searching forward and backward in sequence. The asymptotic normality and independence of Fourier transform is proved firstly, and based on which the false alarm probability of single decision is derived. Additionally, the closed-form expression of decision threshold is obtained by using Neyman-Pearson criterion. Theoretical analysis and simulation results show that the BDNP algorithm can accurately identify occupied frequency slots, which provides the base of avoiding interference to the primary users. Furthermore, comparing with the spectrum sensing algorithm based on conventional spectral estimation (CSE), BDNP algorithm can effectively overcome noise uncertainty in spectrum sensing.https://ieeexplore.ieee.org/document/8851201/Cognitive radiospectrum sensingspectrum accessspectrum managementnoise uncertainty
collection DOAJ
language English
format Article
sources DOAJ
author Peihan Qi
Yi Du
Danyang Wang
Zan Li
spellingShingle Peihan Qi
Yi Du
Danyang Wang
Zan Li
Wideband Spectrum Sensing Based on Bidirectional Decision of Normalized Spectrum for Cognitive Radio Networks
IEEE Access
Cognitive radio
spectrum sensing
spectrum access
spectrum management
noise uncertainty
author_facet Peihan Qi
Yi Du
Danyang Wang
Zan Li
author_sort Peihan Qi
title Wideband Spectrum Sensing Based on Bidirectional Decision of Normalized Spectrum for Cognitive Radio Networks
title_short Wideband Spectrum Sensing Based on Bidirectional Decision of Normalized Spectrum for Cognitive Radio Networks
title_full Wideband Spectrum Sensing Based on Bidirectional Decision of Normalized Spectrum for Cognitive Radio Networks
title_fullStr Wideband Spectrum Sensing Based on Bidirectional Decision of Normalized Spectrum for Cognitive Radio Networks
title_full_unstemmed Wideband Spectrum Sensing Based on Bidirectional Decision of Normalized Spectrum for Cognitive Radio Networks
title_sort wideband spectrum sensing based on bidirectional decision of normalized spectrum for cognitive radio networks
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description Cognitive radio (CR) is considered to be an effective approach to eliminate the dilemma of spectrum shortage. To meet the ever-increasing demands of instant and accurate spectrum sensing in CR with wideband and multi-frequency-slots, a novel wideband spectrum sensing algorithm based on bidirectional decision of normalized spectrum (BDNP) is proposed in this paper. The proposed algorithm takes the normalized power spectrum within the frequency slot as the detection statistics, and finds out all of the occupied frequency slots in the range of the target bandwidth by searching forward and backward in sequence. The asymptotic normality and independence of Fourier transform is proved firstly, and based on which the false alarm probability of single decision is derived. Additionally, the closed-form expression of decision threshold is obtained by using Neyman-Pearson criterion. Theoretical analysis and simulation results show that the BDNP algorithm can accurately identify occupied frequency slots, which provides the base of avoiding interference to the primary users. Furthermore, comparing with the spectrum sensing algorithm based on conventional spectral estimation (CSE), BDNP algorithm can effectively overcome noise uncertainty in spectrum sensing.
topic Cognitive radio
spectrum sensing
spectrum access
spectrum management
noise uncertainty
url https://ieeexplore.ieee.org/document/8851201/
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AT danyangwang widebandspectrumsensingbasedonbidirectionaldecisionofnormalizedspectrumforcognitiveradionetworks
AT zanli widebandspectrumsensingbasedonbidirectionaldecisionofnormalizedspectrumforcognitiveradionetworks
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