• DocumentCode
    1195999
  • Title

    Dual Gabor frames: theory and computational aspects

  • Author

    Werther, Tobias ; Eldar, Yonina C. ; Subbanna, Nagesh K.

  • Author_Institution
    Numerical Harmonic Anal. Group, Univ. of Vienna, Austria
  • Volume
    53
  • Issue
    11
  • fYear
    2005
  • Firstpage
    4147
  • Lastpage
    4158
  • Abstract
    We consider a general method for constructing dual Gabor elements different from the canonical dual. Our approach is based on combining two Gabor frames such that the generated frame-type operator Sg,γ is nonsingular. We provide necessary and sufficient conditions on the Gabor window functions g and γ such that Sg,γ is nonsingular for rational oversampling, considering both the continuous-time and the discrete-time settings. In contrast to the frame operator, the operator Sg,γ is, in general, not positive. Therefore, all results in Gabor analysis that are based on the positivity of the frame operator cannot be applied directly. The advantage of the proposed characterization is that the algebraic system for computing the Gabor dual elements preserves the high structure of usual Gabor frames, leading to computationally efficient algorithms. In particular, we consider examples in which both the condition number and the computational complexity in computing the proposed dual Gabor elements decrease in comparison to the canonical dual Gabor elements.
  • Keywords
    computational complexity; continuous time systems; convolution; discrete time systems; signal sampling; continuous-time setting; discrete-time setting; dual Gabor frame; signal oversampling; twisted convolution; Computational complexity; Convolution; Lattices; Object recognition; Signal analysis; Signal processing; Signal processing algorithms; Speech processing; Sufficient conditions; Time frequency analysis; Frame theory; Gabor analysis; twisted convolution; window design;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2005.857049
  • Filename
    1519683