Parallel Lattice Structure for Dual Windows Computation in Multiwindow Gabor Transform

The multiwindow discrete Gabor transform (M-DGT) is a useful time-frequency analysis tool for non-stationary signal processing. Given an arbitrary Gabor frame, a parallel lattice structure of block time-recursive algorithm for fast and efficient computation of dual/analysis Gabor windows for M-DGT i...

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Main Authors: Rui Li, Hon Keung Kwan
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8878090/
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spelling doaj-1d8f74f7b56d44c8930a3f1e5b6feb752021-03-29T23:03:41ZengIEEEIEEE Access2169-35362019-01-01715272215272810.1109/ACCESS.2019.29486348878090Parallel Lattice Structure for Dual Windows Computation in Multiwindow Gabor TransformRui Li0https://orcid.org/0000-0003-4372-1791Hon Keung Kwan1College of Information and Network Engineering, Anhui Science and Technology University, Bengbu, ChinaDepartment of Electrical and Computer Engineering, University of Windsor, Windsor, ON, CanadaThe multiwindow discrete Gabor transform (M-DGT) is a useful time-frequency analysis tool for non-stationary signal processing. Given an arbitrary Gabor frame, a parallel lattice structure of block time-recursive algorithm for fast and efficient computation of dual/analysis Gabor windows for M-DGT is presented. By using a multiple window dual Gabor frame, the dual Gabor windows can be expressed by synthesis and analysis windows with a block-circulant matrix. Then, a parallel lattice structure of block time-recursive can be derived to solve the dual Gabor windows by the block-circulant matrix computed by the fast discrete Fourier transform (FFT). When compared to three existing methods, the proposed algorithm can reduce computational complexity and save computational time. Experimental results indicate that the proposed algorithm is valid to compute the dual windows of the M-DGT, which make the algorithm attractive for fast time-frequency signal analysis and processing.https://ieeexplore.ieee.org/document/8878090/Multiwindow discrete Gabor transform (M-DGT)parallel lattice structureblock time-recursive methodsdual (analysis) Gabor windowsblock-circulant matrixtime-frequency analysis
collection DOAJ
language English
format Article
sources DOAJ
author Rui Li
Hon Keung Kwan
spellingShingle Rui Li
Hon Keung Kwan
Parallel Lattice Structure for Dual Windows Computation in Multiwindow Gabor Transform
IEEE Access
Multiwindow discrete Gabor transform (M-DGT)
parallel lattice structure
block time-recursive methods
dual (analysis) Gabor windows
block-circulant matrix
time-frequency analysis
author_facet Rui Li
Hon Keung Kwan
author_sort Rui Li
title Parallel Lattice Structure for Dual Windows Computation in Multiwindow Gabor Transform
title_short Parallel Lattice Structure for Dual Windows Computation in Multiwindow Gabor Transform
title_full Parallel Lattice Structure for Dual Windows Computation in Multiwindow Gabor Transform
title_fullStr Parallel Lattice Structure for Dual Windows Computation in Multiwindow Gabor Transform
title_full_unstemmed Parallel Lattice Structure for Dual Windows Computation in Multiwindow Gabor Transform
title_sort parallel lattice structure for dual windows computation in multiwindow gabor transform
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description The multiwindow discrete Gabor transform (M-DGT) is a useful time-frequency analysis tool for non-stationary signal processing. Given an arbitrary Gabor frame, a parallel lattice structure of block time-recursive algorithm for fast and efficient computation of dual/analysis Gabor windows for M-DGT is presented. By using a multiple window dual Gabor frame, the dual Gabor windows can be expressed by synthesis and analysis windows with a block-circulant matrix. Then, a parallel lattice structure of block time-recursive can be derived to solve the dual Gabor windows by the block-circulant matrix computed by the fast discrete Fourier transform (FFT). When compared to three existing methods, the proposed algorithm can reduce computational complexity and save computational time. Experimental results indicate that the proposed algorithm is valid to compute the dual windows of the M-DGT, which make the algorithm attractive for fast time-frequency signal analysis and processing.
topic Multiwindow discrete Gabor transform (M-DGT)
parallel lattice structure
block time-recursive methods
dual (analysis) Gabor windows
block-circulant matrix
time-frequency analysis
url https://ieeexplore.ieee.org/document/8878090/
work_keys_str_mv AT ruili parallellatticestructurefordualwindowscomputationinmultiwindowgabortransform
AT honkeungkwan parallellatticestructurefordualwindowscomputationinmultiwindowgabortransform
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