Cognitive radio auto-adaptive sensing algorithm based on POMDP

In order to design an appropriate spectrum sensing mechanism in millisecond spectrum hole environment,the optimal data transmission time of secondary users was derived to maximize the data throughput.Furthermore,in order to exploit the millisecond spectrum holes,an auto-adaptive spectrum sensing alg...

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Main Authors: Rui-chen XU, Ting JIANG
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2013-06-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436X.2013.06.006/
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author Rui-chen XU
Ting JIANG
author_facet Rui-chen XU
Ting JIANG
author_sort Rui-chen XU
collection DOAJ
description In order to design an appropriate spectrum sensing mechanism in millisecond spectrum hole environment,the optimal data transmission time of secondary users was derived to maximize the data throughput.Furthermore,in order to exploit the millisecond spectrum holes,an auto-adaptive spectrum sensing algorithm based on POMDP (partially observ-able Markov decision process) was proposed.This algorithm executes spectrum sensing or data transmission action in the current decision epoch based on the belief vector and the observation result in the last decision epoch.Simulation results show that the proposed algorithm can constrain the collision probability between primary users and secondary users,and improve systemic spectrum utilization at the same time.
format Article
id doaj-art-4d5c2204f3964ce7a7d2c0233c6cfcb1
institution Kabale University
issn 1000-436X
language zho
publishDate 2013-06-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-4d5c2204f3964ce7a7d2c0233c6cfcb12025-01-14T06:35:28ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2013-06-0134495659672735Cognitive radio auto-adaptive sensing algorithm based on POMDPRui-chen XUTing JIANGIn order to design an appropriate spectrum sensing mechanism in millisecond spectrum hole environment,the optimal data transmission time of secondary users was derived to maximize the data throughput.Furthermore,in order to exploit the millisecond spectrum holes,an auto-adaptive spectrum sensing algorithm based on POMDP (partially observ-able Markov decision process) was proposed.This algorithm executes spectrum sensing or data transmission action in the current decision epoch based on the belief vector and the observation result in the last decision epoch.Simulation results show that the proposed algorithm can constrain the collision probability between primary users and secondary users,and improve systemic spectrum utilization at the same time.http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436X.2013.06.006/POMDPauto-adaptive spectrum sensingdata transmission timecollision probabilityspectrum utilization
spellingShingle Rui-chen XU
Ting JIANG
Cognitive radio auto-adaptive sensing algorithm based on POMDP
Tongxin xuebao
POMDP
auto-adaptive spectrum sensing
data transmission time
collision probability
spectrum utilization
title Cognitive radio auto-adaptive sensing algorithm based on POMDP
title_full Cognitive radio auto-adaptive sensing algorithm based on POMDP
title_fullStr Cognitive radio auto-adaptive sensing algorithm based on POMDP
title_full_unstemmed Cognitive radio auto-adaptive sensing algorithm based on POMDP
title_short Cognitive radio auto-adaptive sensing algorithm based on POMDP
title_sort cognitive radio auto adaptive sensing algorithm based on pomdp
topic POMDP
auto-adaptive spectrum sensing
data transmission time
collision probability
spectrum utilization
url http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436X.2013.06.006/
work_keys_str_mv AT ruichenxu cognitiveradioautoadaptivesensingalgorithmbasedonpomdp
AT tingjiang cognitiveradioautoadaptivesensingalgorithmbasedonpomdp