DocumentCode :
496359
Title :
Blind Adaptive Beamformer Based on Independent Component Analysis for Underwater Passive Acoustic Source Separation
Author :
Xia, Zhijun ; Zhang, Xinhua ; Fan, Wentao ; Qian, Haimin
Author_Institution :
Res. Center of Signal & Inf., Dalian Navy Acad., Dalian, China
Volume :
1
fYear :
2009
fDate :
24-26 April 2009
Firstpage :
821
Lastpage :
824
Abstract :
The main problem in underwater passive acoustic (UPA) detection was to separate unknown independent signals that propagate from unknown directions. Few algorithms can separate multiple signals and find their directions when there is no a priori knowledge about signals and their directions. We propose an improved algorithm to resolve this problem, allowing the element weights to be adapted to the element delays, which could possibly increase performance and speed up convergence. It is using the narrowband assumption and adjusting complex weights other than delays. Real radiated noises of ships and computer simulation data are used to test the improved algorithm. The results of the experiments reveal the signal separation performance and convergence rate are superior to independent component analysis blind beamformer. The sampling rate could also be less because phase shifts are used instead of time shifts.
Keywords :
acoustic signal detection; blind source separation; independent component analysis; underwater acoustic communication; blind adaptive beamformer; computer simulation; independent component analysis; underwater passive acoustic detection; underwater passive acoustic source separation; Acoustic propagation; Acoustic signal detection; Convergence; Delay; Independent component analysis; Narrowband; Signal resolution; Source separation; Underwater acoustics; Underwater tracking; Blind Adaptive Beamformer; Blind Source Separation; Independent Component Analysis; Underwater Passive Acoustic;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Sciences and Optimization, 2009. CSO 2009. International Joint Conference on
Conference_Location :
Sanya, Hainan
Print_ISBN :
978-0-7695-3605-7
Type :
conf
DOI :
10.1109/CSO.2009.153
Filename :
5193817
Link To Document :
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