DocumentCode :
2486245
Title :
Research on the order and specific component of the output signals of independent component analysis
Author :
Zhao, Zhenbing ; Gao, Qiang ; Huang, Liyan
Author_Institution :
Sch. of Electr. & Electron. Eng., North China Electr. Power Univ., Baoding
fYear :
2008
fDate :
25-27 June 2008
Firstpage :
3569
Lastpage :
3571
Abstract :
Independent Component Analysis (ICA) is a new signal processing technique that can recover source signals from the observed mixtures. In some applications of ICA, it is desired that the order of the recovered source signals can be predicted and the component which we are interested in can be extracted separately. But the order of recovered source signals is unpredictable. Facing this problem, a new algorithm based on ICA is presented for determining the order of recovered source signals in this paper. First it gives a brief introduction about the problem of ICA, and then by using the observed vectors and a priori knowledge of components from the first run, it also constructs the linear system of equations statistically and achieves the separating matrix. The results of simulation show that the proposed method can separate the source signals in specified order effectively.
Keywords :
independent component analysis; matrix algebra; signal sources; source separation; vectors; ICA; independent component analysis; linear equations system; separating matrix; signal processing technique; signal source separation; source signal recovery; vectors; Automation; Biomedical signal processing; Equations; Independent component analysis; Intelligent control; Linear systems; Power engineering and energy; Signal processing; Signal processing algorithms; Vectors; Apriori knowledge; Independent component analysis; Independent component ordering;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4244-2113-8
Electronic_ISBN :
978-1-4244-2114-5
Type :
conf
DOI :
10.1109/WCICA.2008.4593491
Filename :
4593491
Link To Document :
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