DocumentCode
727303
Title
Multi-window real-valued discrete Gabor transform for long and infinite sequences
Author
Liang Tao ; Kwan, H.K.
Author_Institution
Sch. of Comput. Sci. & Technol., Anhui Univ., Hefei, China
fYear
2015
fDate
24-27 May 2015
Firstpage
2604
Lastpage
2607
Abstract
The length of windows used in the existing multiwindow complex-valued discrete Gabor transform (M-CDGT) is restricted to be the length of analyzed sequences. Consequently, if the lengths of analyzed sequences are long, to solve the windows requires high computation burden and memory and even leads to numerical instability. To overcome this problem, a multi-window real-valued discrete Gabor transform (M-RDGT) for long and infinite sequences is presented in this paper based on the biorthogonal analysis approach, and its corresponding biorthogonality constraint between analysis windows and synthesis windows is derived. The lengths of the analysis and synthesis windows are independent of the lengths of analyzed sequences so that one can apply finite (or short) windows to process any long (or even infinite) sequences. The completeness condition of the M-RDGT is proved to be equivalent to its biorthogonality constraint between analysis windows and synthesis windows. In addition, the M-RDGT can utilize the fast discrete Hartley transform algorithms for fast computation and has a simple relationship with the M-CDGT such that the M-CDGT coefficients can be directly computed from the M-RDGT coefficients.
Keywords
Gabor filters; discrete transforms; M-CDGT; M-RDGT; biorthogonal analysis approach; biorthogonality constraint; complex valued discrete Gabor transform; infinite sequences; long sequences; multiwindow real valued discrete Gabor transform; numerical instability; synthesis windows; Algorithm design and analysis; Discrete Fourier transforms; Kernel; Manganese; Signal processing; Time-frequency analysis; analysis window; biorthogonality; discrete Gabor transform; discrete Hartley transform; multi-window; synthesis window;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), 2015 IEEE International Symposium on
Conference_Location
Lisbon
Type
conf
DOI
10.1109/ISCAS.2015.7169219
Filename
7169219
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