Single-channel blind separation of co-frequency modulated signals based on Gibbs sampler

A Gibbs-sampler-based separation algorithm was proposed for single-channel co-frequency digital-modulated signals,which were received in non-cooperative ways.The probability density samples of unknown symbol sequences can be obtained by statistic method,and the computation complexity was not growing...

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Main Authors: Yong YANG, Dong-ling ZHANG, Hua PENG, Shi-long TU
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2015-04-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015090/
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author Yong YANG
Dong-ling ZHANG
Hua PENG
Shi-long TU
author_facet Yong YANG
Dong-ling ZHANG
Hua PENG
Shi-long TU
author_sort Yong YANG
collection DOAJ
description A Gibbs-sampler-based separation algorithm was proposed for single-channel co-frequency digital-modulated signals,which were received in non-cooperative ways.The probability density samples of unknown symbol sequences can be obtained by statistic method,and the computation complexity was not growing exponentially with the increase of channel order.With special emphasis on the separation algorithms of single pair of symbols,multiple pair of symbols and the tracking of channel responses.Moreover,the separation performance between Gibbs sampler and per-survivor processing(PSP) algorithm were analyzed and compared in detail.Simulation results show that,compared with PSP algorithm with L=4 for two co-frequency QPSK-modulated signals,Gibbs sampler can be nearly 17 times lower in computation complexity when the approximately performance is obtained.
format Article
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institution Kabale University
issn 1000-436X
language zho
publishDate 2015-04-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-5e17c424ec204c04b187e789a4e2bb292025-01-14T06:46:14ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2015-04-013615716259692605Single-channel blind separation of co-frequency modulated signals based on Gibbs samplerYong YANGDong-ling ZHANGHua PENGShi-long TUA Gibbs-sampler-based separation algorithm was proposed for single-channel co-frequency digital-modulated signals,which were received in non-cooperative ways.The probability density samples of unknown symbol sequences can be obtained by statistic method,and the computation complexity was not growing exponentially with the increase of channel order.With special emphasis on the separation algorithms of single pair of symbols,multiple pair of symbols and the tracking of channel responses.Moreover,the separation performance between Gibbs sampler and per-survivor processing(PSP) algorithm were analyzed and compared in detail.Simulation results show that,compared with PSP algorithm with L=4 for two co-frequency QPSK-modulated signals,Gibbs sampler can be nearly 17 times lower in computation complexity when the approximately performance is obtained.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015090/single-channel blind separationGibbs samplerPSP algorithmpaired carrier multiple access
spellingShingle Yong YANG
Dong-ling ZHANG
Hua PENG
Shi-long TU
Single-channel blind separation of co-frequency modulated signals based on Gibbs sampler
Tongxin xuebao
single-channel blind separation
Gibbs sampler
PSP algorithm
paired carrier multiple access
title Single-channel blind separation of co-frequency modulated signals based on Gibbs sampler
title_full Single-channel blind separation of co-frequency modulated signals based on Gibbs sampler
title_fullStr Single-channel blind separation of co-frequency modulated signals based on Gibbs sampler
title_full_unstemmed Single-channel blind separation of co-frequency modulated signals based on Gibbs sampler
title_short Single-channel blind separation of co-frequency modulated signals based on Gibbs sampler
title_sort single channel blind separation of co frequency modulated signals based on gibbs sampler
topic single-channel blind separation
Gibbs sampler
PSP algorithm
paired carrier multiple access
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015090/
work_keys_str_mv AT yongyang singlechannelblindseparationofcofrequencymodulatedsignalsbasedongibbssampler
AT donglingzhang singlechannelblindseparationofcofrequencymodulatedsignalsbasedongibbssampler
AT huapeng singlechannelblindseparationofcofrequencymodulatedsignalsbasedongibbssampler
AT shilongtu singlechannelblindseparationofcofrequencymodulatedsignalsbasedongibbssampler