DocumentCode :
3390078
Title :
Fastica-Based Blind Signal Separation and its Application to Radio Surveillance
Author :
Ichige, Koichi ; Imai, Mitsuharu ; Arai, Hiroyuki
Author_Institution :
Department of Electrical and Computer Engineering, Yokohama National University, 79-5 Tokiwadai, Hodogaya-ku, Yokohama 240-8501, Japan
fYear :
2007
fDate :
26-29 Aug. 2007
Firstpage :
546
Lastpage :
550
Abstract :
This paper presents an efficient blind signal separation scheme for radio surveillance of digital modulation signals using Fast-ICA algorithm. FastICA (Fast Independent Component Analysis) enables very fast optimum weight calculation without any prior information in separating signals by array processing. We first analyze the undesired phase rotation of separated signals caused by FastICA, and then study the compensation technique for the rotation. Moreover, we evaluate signal separation accuracy and computational cost of the proposed algorithm in comparison with conventional algorithms through computer simulation and experiments.
Keywords :
Array signal processing; Blind source separation; Computational efficiency; Computer simulation; Digital modulation; Independent component analysis; Signal analysis; Signal processing; Source separation; Surveillance; Adaptive arrays; Antenna arrays; Direction of arrival estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Statistical Signal Processing, 2007. SSP '07. IEEE/SP 14th Workshop on
Conference_Location :
Madison, WI, USA
Print_ISBN :
978-1-4244-1198-6
Electronic_ISBN :
978-1-4244-1198-6
Type :
conf
DOI :
10.1109/SSP.2007.4301318
Filename :
4301318
Link To Document :
بازگشت