A Closed Form Solution for Whitenning Based Second Order Blind Identification

A. Meziane, T. Chonavel, A. Aïssa-El-Bey, A. Belouchrani
{"title":"A Closed Form Solution for Whitenning Based Second Order Blind Identification","authors":"A. Meziane, T. Chonavel, A. Aïssa-El-Bey, A. Belouchrani","doi":"10.1109/DAT.2017.7889173","DOIUrl":null,"url":null,"abstract":"This paper proposes specific analytical formulas that involve second order statistics for the blind identification of a two input two output system. Starting from a closed form solution of the blind identification of the system exploiting the temporal coherence properties of the input sources, we present a new algorithm CWSOBI (Closed Form Solution for Whitenning Based Second Order Blind Identification) to compute a zero forcing second order blind separator with low complexity. The new solution differs from an earlier proposed one ASOBI (Analytical Solution for Blind Identification) method in that it does not requires prior knowledge or estimation of the noise variance. Numerical experiments are provided to assess the performance of the proposed algorithm versus signal to noise ratio (SNR) and sample size. Theses Computer simulations demonstrate the efficiency of the proposed method.","PeriodicalId":371206,"journal":{"name":"2017 Seminar on Detection Systems Architectures and Technologies (DAT)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 Seminar on Detection Systems Architectures and Technologies (DAT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DAT.2017.7889173","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

This paper proposes specific analytical formulas that involve second order statistics for the blind identification of a two input two output system. Starting from a closed form solution of the blind identification of the system exploiting the temporal coherence properties of the input sources, we present a new algorithm CWSOBI (Closed Form Solution for Whitenning Based Second Order Blind Identification) to compute a zero forcing second order blind separator with low complexity. The new solution differs from an earlier proposed one ASOBI (Analytical Solution for Blind Identification) method in that it does not requires prior knowledge or estimation of the noise variance. Numerical experiments are provided to assess the performance of the proposed algorithm versus signal to noise ratio (SNR) and sample size. Theses Computer simulations demonstrate the efficiency of the proposed method.
一种基于白化的二阶盲识别封闭解
本文针对双输入双输出系统的盲辨识问题,提出了包含二阶统计量的具体解析公式。从系统盲识别的封闭形式解出发,利用输入源的时间相干性,提出了一种新的基于白化二阶盲识别的封闭形式解(CWSOBI)算法,用于计算低复杂度的零强制二阶盲分离。新的解决方案不同于先前提出的一种ASOBI(盲识别的解析解)方法,因为它不需要先验知识或估计噪声方差。通过数值实验来评估该算法在信噪比和样本量方面的性能。计算机仿真结果表明了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信