• DocumentCode
    1537908
  • Title

    Discrete multi-Gabor expansions

  • Author

    Li, Shidong

  • Author_Institution
    Coll. of Sci. & Eng., San Francisco State Univ., CA, USA
  • Volume
    45
  • Issue
    6
  • fYear
    1999
  • fDate
    9/1/1999 12:00:00 AM
  • Firstpage
    1954
  • Lastpage
    1967
  • Abstract
    A discrete multi-Gabor expansion (DMGE) is developed to meet the requirements of localized and refined time-frequency (TF) representation of signals. The DMGE uses multiple windows and their translations and complex modulations as synthesis (or analysis) waveforms. It includes and generalizes the metaplectic (translation, modulation, and dilation) representations which are useful in signal analysis. Uniform, nonuniform, and proportional time sampling schemes are analyzed. The fundamental features and the importance of the DMGE are discussed. We focus on the construction of DMGE and deriving fast algorithms for the computation of related multi-analysis sequences. With matrix algebra, the algorithms derived apply to both multi-Gabor expansions and uni-(window) Gabor expansions. Another useful feature of the DMGE lies in the fact that the multi-Gabor transform can be realized in a parallel FFT-based implementation structure. Examples of DMGE and their applications to TF analysis are also discussed
  • Keywords
    fast Fourier transforms; matrix algebra; modulation; parallel processing; sequences; signal representation; signal sampling; signal synthesis; time-frequency analysis; analysis waveforms; complex modulations; dilation; discrete multi-Gabor expansions; fast algorithms; localized time-frequency representation; matrix algebra; metaplectic representations; multi-Gabor expansions; multi-Gabor transform; multi-analysis sequences; multiple windows; nonuniform sampling; parallel FFT-based implementation structure; proportional time sampling; refined time-frequency representation; signal analysis; signal representation; synthesis waveforms; time-frequency analysis; translation; uniform sampling; Algorithm design and analysis; Discrete transforms; Frequency; Matching pursuit algorithms; Matrices; Nonuniform sampling; Sampling methods; Signal analysis; Signal synthesis; Wavelet analysis;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/18.782117
  • Filename
    782117