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
Link To Document :
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