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
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