An optimally concentrated Gabor transform for localized time-frequency components

被引:0
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作者
Benjamin Ricaud
Guillaume Stempfel
Bruno Torrésani
Christoph Wiesmeyr
Hélène Lachambre
Darian Onchis
机构
[1] Ecole Polytechnique Fédérale de Lausanne (EPFL),Signal Processing Laboratory 2
[2] Genesis,Aix
[3] Centrale Marseille,Marseille Université, CNRS
[4] LATP,Faculty of Mathematics
[5] UMR7353,Faculty of Engineering and Management
[6] University of Vienna,undefined
[7] NuHAG,undefined
[8] Department of Electrical Engineering and Industrial Informatics,undefined
[9] Eftimie Murgu University,undefined
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关键词
Gabor transform; Time-frequency analysis; Optimization; Sparsity; Signal processing; Audio; 65K10; 65T99; 42C15;
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学科分类号
摘要
Gabor analysis is one of the most common instances of time-frequency signal analysis. Choosing a suitable window for the Gabor transform of a signal is often a challenge for practical applications, in particular in audio signal processing. Many time-frequency (TF) patterns of different shapes may be present in a signal and they can not all be sparsely represented in the same spectrogram. We propose several algorithms, which provide optimal windows for a user-selected TF pattern with respect to different concentration criteria. We base our optimization algorithm on lp-norms as measure of TF spreading. For a given number of sampling points in the TF plane we also propose optimal lattices to be used with the obtained windows. We illustrate the potentiality of the method on selected numerical examples.
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页码:683 / 702
页数:19
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