个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:Director of Institute of Systems Engineering
其他任职:大连市数据科学与知识管理重点实验室主任
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:系统工程研究所
学科:管理科学与工程. 系统工程
办公地点:经济管理学院D337室
联系方式:0411-84708007
电子邮箱:dlutguo@dlut.edu.cn
Blind source extraction based on generalized autocorrelations and complexity pursuit
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论文类型:期刊论文
发表时间:2009-06-01
发表刊物:NEUROCOMPUTING
收录刊物:SCIE、EI、Scopus
卷号:72
期号:10-12
页面范围:2556-2562
ISSN号:0925-2312
关键字:Blind source separation; Blind source extraction; Independent component analysis; Autocorrelation; Innovation
摘要:Blind source extraction (BSE) is a special class of blind source separation (BSS) method. Due to its low computation load and fast processing speed, BSE has become one of the promising methods in signal processing and analysis. This paper addresses BSE problem when a desired source signal has temporal structures. Based on the generalized autocorrelations of the desired signal and the non-Gaussianity of its innovations, we develop an objective function. Maximizing this objective function, we present a BSE algorithm and further give its stability analysis in this paper. Simulations on image data and electrocardiogram (ECG) data indicate its better performance and the better property of tolerance to the estimation error of the time delay. Crown Copyright (C) 2008 Published by Elsevier B.V. All rights reserved.