• DocumentCode
    51811
  • Title

    Source Separation and Localization Using Time-Frequency Distributions: An Overview

  • Author

    Belouchrani, A. ; Amin, Moeness G. ; Thirion-moreau, Nadege ; Zhang, Yimin D.

  • Author_Institution
    Dept. of Electr. Eng., Ecole Nat. Polytech., Algeria
  • Volume
    30
  • Issue
    6
  • fYear
    2013
  • fDate
    Nov. 2013
  • Firstpage
    97
  • Lastpage
    107
  • Abstract
    In this article, we describe the role of time-frequency distributions (TFDs) in array processing. We particularly focus on quadratic TFDs (QTFDs). We demonstrate how these distributions can be properly integrated with the spatial dimension to enhance individual source signal recovery and angular estimation. The framework that enables such integration is referred to as spatial TFD (STFD). We present the important milestones of STFDs that have been reached during the last 15 years. Most importantly, we show that array processing creates new perspectives of QTFDs and defines new roles to the autoterms and cross-terms in both problem formulation and solution. Multisensor configurations, in essence, establish a different paradigm and introduces new challenges that did not exist in a single-sensor time-frequency distribution.
  • Keywords
    array signal processing; direction-of-arrival estimation; maximum likelihood estimation; sensor fusion; signal reconstruction; signal representation; source separation; time-frequency analysis; QTFD; STFD; angular estimation; array processing; autoterms; cross-terms; individual source signal recovery; multisensor configurations; quadratic TFD; single-sensor time-frequency distribution; source separation; spatial TFD; spatial dimension; time-frequency distributions; Covariance matrices; Direction-of-arrival estimation; Frequency modulation; Mobile radio mobility management; Source separation; Time-frequency analysis;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Magazine, IEEE
  • Publisher
    ieee
  • ISSN
    1053-5888
  • Type

    jour

  • DOI
    10.1109/MSP.2013.2265315
  • Filename
    6633047