• DocumentCode
    2146705
  • Title

    Construction of positive time-frequency distributions using dynamic copula

  • Author

    Ashrafi, Shwan ; Amindavar, Hamidreza ; Ritcey, James A. ; Kirlin, Rodney Lynn

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of New Mexico, Albuquerque, NM, USA
  • fYear
    2011
  • fDate
    22-27 May 2011
  • Firstpage
    3588
  • Lastpage
    3591
  • Abstract
    In this paper we propose a novel approach termed as dynamic copula time-frequency distribution (DCTFD) for the construction of positive time-frequency distributions (PTFDs). DCTFD models the dependency, i.e., correlation between time and frequency by a time-varying dependence parameter in copula function, and captures time-frequency dependency/correlation more accurately compared to static copula TFD (CTFD). In addition to presenting the under lying theory of the approach, a set of simulations are proved to demonstrate the advantages over CTFD and other classical methods, namely bivariate distributions.
  • Keywords
    correlation methods; functions; statistical distributions; time-frequency analysis; time-varying systems; DCTFD model; bivariate distribution; classical methods; dynamic copula function; positive time-frequency distribution construction; static copula TFD; time frequency correlation; time-varying dependence parameter; Chirp; Distribution functions; Equations; Joints; Mathematical model; Time frequency analysis; Copula theory; Dynamic Copula Time-Frequency Distribution (DCTFD); Empirical Mode Decomposition (EMD); Positive Time-Frequency Distribution (PTFD);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
  • Conference_Location
    Prague
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4577-0538-0
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2011.5946254
  • Filename
    5946254