DocumentCode :
2393845
Title :
Novel signal extraction algorithm for communication signals by combining independent component analysis and spatial constraints
Author :
Wang, Xiang ; Huang, Zhitao ; Zhou, Yiyu ; Ren, Xiaotian
Author_Institution :
Coll. of Electron. Sci. & Eng., Nat. Univ. of Defense Technol., Changsha, China
fYear :
2012
fDate :
19-20 May 2012
Firstpage :
1715
Lastpage :
1719
Abstract :
Signal of interest (SOI) extraction is a vital issue in communication signal processing. In this paper, we propose a novel iterative algorithm for extracting SOIs from instantaneous mixtures, which explores the spatial constraint corresponding to the Directions of Arrival (DOAs) of the SOIs as prior information into the constrained Independent Component Analysis (cICA) framework. Compared with the FastICA algorithm and beamforming techniques, i.e., MVDR, numerical simulation results demonstrate the effectiveness, robustness and higher performance of the proposed algorithms.
Keywords :
direction-of-arrival estimation; independent component analysis; numerical analysis; signal processing; DOA; FastICA algorithm; MVDR; SOI extraction; cICA framework; communication signals; constrained Independent Component Analysis framework; direction-of-arrival estimation; numerical simulation; signal extraction algorithm; signal of interest extraction; signal processing; spatial constraints; Algorithm design and analysis; Array signal processing; Arrays; Independent component analysis; Signal processing algorithms; Source separation; Vectors; Constrained Independent Component Analysis; Direction of Arrival; Independent Component Analysis; Signal Extraction; Spatial Constraint;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems and Informatics (ICSAI), 2012 International Conference on
Conference_Location :
Yantai
Print_ISBN :
978-1-4673-0198-5
Type :
conf
DOI :
10.1109/ICSAI.2012.6223373
Filename :
6223373
Link To Document :
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