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
Semi-blind source extraction algorithm for fetal electrocardiogram based on generalized autocorrelations and reference signals
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论文类型:期刊论文
发表时间:2009-01-01
发表刊物:JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS
收录刊物:SCIE、EI
卷号:223
期号:1
页面范围:409-420
ISSN号:0377-0427
关键字:Independent component analysis; Semi-blind source extraction; Constrained optimization; Generalized autocorrelation; Fixed-point algorithm
摘要:Blind source extraction (BSE) has become one of the processing methods in the field of signal processing and analysis, which only desires to extract "interesting" source signals with specific stochastic property or features so as to save lots of computing time and resources. This paper addresses BSE problem, in which desired source signals have some available reference signals. Based oil this prior information, we develop an objective function for extraction of temporally correlated sources. Maximizing this objective function, a semi-blind source extraction fixed-point algorithm is proposed. Simulations on artificial electrocardiograph (ECG) signals and the real-world ECG data demonstrate the better performance of the new algorithm. Moreover, comparisons with existing algorithms further indicate the validity of our new algorithm, and also show its robustness to the estimated error of time delay. (c) 2008 Elsevier B.V All rights reserved.