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利用粒子流滤波的单通道BPSK信号盲分离算法

赵知劲 吴棫

数据采集与处理2018,Vol.33Issue(3):409-415,7.
数据采集与处理2018,Vol.33Issue(3):409-415,7.DOI:10.16337/j.1004-9037.2018.03.003

利用粒子流滤波的单通道BPSK信号盲分离算法

Blind Separation Algorithm of Single Channel BPSK Signals Using Particle Flow Filte-ring

赵知劲 1吴棫1

作者信息

  • 1. 杭州电子科技大学通信工程学院 ,杭州 ,310018
  • 折叠

摘要

Abstract

Since′particle impoverishment′of the particle filter deteriorates the performance of the single channel blind signal separation based on traditional particle filtering and its huge calculation ,a new single channel blind BPSK signal separation algorithm based on particle flow filtering is proposed .Firstly ,ac-cording to single channel signal of mixing two BPSK signals ,a measuring equation and a state equation are built .Secondly ,particles are updated through moving the particles in state space which obey the prior distribution to its corresponding posterior distribution ,which is different from using resampling to update particles in particle filtering (PF) ,thereby avoiding the′particle impoverishment′phenomenon caused by re-sampling in PF .Lastly a weak solution based particle flow filter is used to achieve BPSK blind signal separation .Computer simulation results show that compared with particle filtering algorithm the new al-gorithm has the lower bit error rate and computational complexity .

关键词

粒子滤波/盲分离/单通道/粒子贫化/粒子流滤波

Key words

particle filtering/blind separation/single channel/particle impoverishment/particle flow fil-tering

分类

信息技术与安全科学

引用本文复制引用

赵知劲,吴棫..利用粒子流滤波的单通道BPSK信号盲分离算法[J].数据采集与处理,2018,33(3):409-415,7.

基金项目

国防科技重点实验室基金资助项目. ()

数据采集与处理

OA北大核心CSCDCSTPCD

1004-9037

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