• 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