Gabor time-frequency representation for transient signals using multiwindow discrete Gabor transform

被引:7
|
作者
Gao, Xian-He [1 ]
Tao, Liang [2 ]
机构
[1] Hefei Univ, Dept Elect Engn, Hefei 230601, Anhui, Peoples R China
[2] Anhui Univ, Sch Comp Sci & Technol, Hefei 230601, Anhui, Peoples R China
基金
中国国家自然科学基金;
关键词
Multiwindow discrete Gabor transform (M-DGT); transient signals; Gabor time-frequency representation; analysis window; NMR FID SIGNALS; NOISE-REDUCTION;
D O I
10.1142/S0219691317500369
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Multiwindow discrete Gabor transform (M-DGT) is applied to present the Gabor timefrequency representation for transient signals (exponentially damped sinusoidal signals) with high time-frequency resolution. Due to the limitation of the constrained timefrequency localization governed by the Heisenberg uncertainty principle, using a wider analysis window in time domain will lead to the Gabor time-frequency spectrum (or representation) with higher frequency resolution but poor time resolution for the transient signals, and using a narrower analysis window in time domain will result in the Gabor time-frequency spectrum (or representation) with higher time resolution but poor frequency resolution for the transient signals. To obtain the Gabor time-frequency representation with both higher frequency resolution and higher time resolution, the above two spectra can be combined by geometric average. The experimental results show that the combined Gabor time-frequency representation for the transient signals has higher time-frequency resolution than that obtained when only the single analysis window is used in the traditional discrete Gabor transform.
引用
收藏
页数:16
相关论文
共 50 条
  • [31] Representation of Operators in the Time-Frequency Domain and Generalized Gabor Multipliers
    Monika Dörfler
    Bruno Torrésani
    [J]. Journal of Fourier Analysis and Applications, 2010, 16 : 261 - 293
  • [32] Discrete Subspace Multiwindow Gabor Frames and Their Duals
    Li, Yun-Zhang
    Zhang, Yan
    [J]. ABSTRACT AND APPLIED ANALYSIS, 2013,
  • [33] Modified Gabor Wigner Transform For Crisp Time Frequency Representation
    Khan, Nabeel Ali
    Jaffri, M. Noman
    Shah, Syed Ismail
    [J]. PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON SIGNAL ACQUISITION AND PROCESSING, 2009, : 119 - +
  • [34] The detection of transient signals based on gabor transform
    Xiong, Shujun
    Wu, Ying
    [J]. 2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 259 - +
  • [35] Discrete multiwindow Gabor-type transforms
    Zibulski, M
    Zeevi, YY
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (06) : 1428 - 1442
  • [36] Time-frequency analysis method based on affine Fourier transform and Gabor transform
    Wei, Deyun
    Li, Yuan-Min
    Wang, Ruikui
    [J]. IET SIGNAL PROCESSING, 2017, 11 (02) : 213 - 220
  • [37] Multiwindow Real-Valued Discrete Gabor Transform and Its Fast Algorithms
    Tao, Liang
    Hu, Guo Hua
    Kwan, Hon Keung
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2015, 63 (20) : 5513 - 5524
  • [38] Time-Frequency Representation of Signals by Wavelet Transform
    Pukhova, Valentina
    Gorelova, Elizaveta
    Burnasheva, Sakhaya
    Ferrini, Gabriele
    [J]. PROCEEDINGS OF THE 2017 IEEE RUSSIA SECTION YOUNG RESEARCHERS IN ELECTRICAL AND ELECTRONIC ENGINEERING CONFERENCE (2017 ELCONRUS), 2017, : 715 - 718
  • [39] Time-frequency analysis of nonstationary vibration signals for deployable structures by using the constant-Q nonstationary gabor transform
    Liu, Tao
    Yan, Shaoze
    Zhang, Wei
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2016, 75 : 228 - 244
  • [40] Quilted Gabor frames - A new concept for adaptive time-frequency representation
    Doerfler, Monika
    [J]. ADVANCES IN APPLIED MATHEMATICS, 2011, 47 (04) : 668 - 687