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一种改进的基于多用户检测的独立分量分析算法

穆昌 姚俊良

电讯技术Issue(6):791-795,5.
电讯技术Issue(6):791-795,5.DOI:10.3969/j.issn.1001-893x.2014.06.018

一种改进的基于多用户检测的独立分量分析算法

An Improved Independent Component Analysis Algorithm Based on Multiuser Detection

穆昌 1姚俊良2

作者信息

  • 1. 陕西工业职业技术学院,陕西 咸阳712000
  • 2. 西安理工大学,西安710048
  • 折叠

摘要

Abstract

A new independent component analysis ( ICA) method named MUD_FastICA is proposed to re-duce the computation complexity of FastICA algorithm. In the proposed method, multiuser detection (MUD) successive interference cancellation(MUD-SIC) is combined with one-unit FastICA to separate different independent components and reduce computation complexity. Analysis and simulation results show that, the MUD_FastICA can reduce the number of iteration and computation complexity obviously. Mean-while,the separation performance is approximately the same with that of traditional FastICA. In the case of 0 dB SNR and four source signals, number of iterations and computing units to separate the second ( third) signal are decreased by 14% (22%) and 37% (58%) respectively. Hence, it is more suitable for real-time communication system.

关键词

多用户检测/独立分量分析/FastICA算法/串行干扰抵消/算法复杂度

Key words

multiuser detection/ICA/FastICA algorithm/successive interference cancellation/computation complexity

分类

信息技术与安全科学

引用本文复制引用

穆昌,姚俊良..一种改进的基于多用户检测的独立分量分析算法[J].电讯技术,2014,(6):791-795,5.

基金项目

国家自然科学基金资助项目(51275405)@@@@Foundation Item:The National Natural Science Foundation of China(No.51275405) (51275405)

电讯技术

OA北大核心CSTPCD

1001-893X

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