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
  • [21] Gabor Transform for the Time-Frequency Localization of Impulse Faults in a Transformer
    Vanamadevi, N.
    Santhi, S.
    Arivamudhan, M.
    [J]. ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 1, 2015, 324 : 645 - 656
  • [22] An optimally concentrated Gabor transform for localized time-frequency components
    Benjamin Ricaud
    Guillaume Stempfel
    Bruno Torrésani
    Christoph Wiesmeyr
    Hélène Lachambre
    Darian Onchis
    [J]. Advances in Computational Mathematics, 2014, 40 : 683 - 702
  • [23] Terahertz time-frequency analysis with Gabor wavelet-transform
    Deng Yu-Qiang
    Lang Li-Ying
    Xing Qi-Rong
    Cao Shi-Ying
    Yu Jing
    Xu Tao
    Li Jian
    Xiong Li-Min
    Wang Qing-Yue
    Zhang Zhi-Gang
    [J]. ACTA PHYSICA SINICA, 2008, 57 (12) : 7747 - 7752
  • [24] Terahertz time-frequency analysis with Gabor wavelet-transform
    Deng, Yu-Qiang
    Lang, Li-Ying
    Xing, Qi-Rong
    Cao, Shi-Ying
    Yu, Jing
    Xu, Tao
    Li, Jian
    Xiong, Li-Min
    Wang, Qing-Yue
    Zhang, Zhi-Gang
    [J]. 2008, Science Press, 18,Shuangqing Street,Haidian, Beijing, 100085, China (57):
  • [25] Time-frequency analysis of partial discharge signal by Gabor transform
    Electrostatic and Electromagnetic Protection Research Institute, Ordnance Engineering College, Shijiazhuang 050003, China
    [J]. Gaodianya Jishu, 2007, 8 (40-43):
  • [26] Effects of Gabor transform parameters on signal time-frequency resolution
    Yin Chen
    He Zhenhua
    Huang Deji
    [J]. Applied Geophysics, 2006, 3 (3) : 169 - 173
  • [27] An optimally concentrated Gabor transform for localized time-frequency components
    Ricaud, Benjamin
    Stempfel, Guillaume
    Torresani, Bruno
    Wiesmeyr, Christoph
    Lachambre, Helene
    Onchis, Darian
    [J]. ADVANCES IN COMPUTATIONAL MATHEMATICS, 2014, 40 (03) : 683 - 702
  • [28] Gabor transform with optimal time-frequency resolution for ultrasonic applications
    Malik, MA
    Saniie, J
    [J]. 1998 IEEE ULTRASONICS SYMPOSIUM - PROCEEDINGS, VOLS 1 AND 2, 1998, : 817 - 820
  • [29] Gabor Transform with optimal time-frequency resolution for ultrasonic applications
    Malik, M.A.
    Saniie, J.
    [J]. Proceedings of the IEEE Ultrasonics Symposium, 1998, 1 : 817 - 821
  • [30] Representation of Operators in the Time-Frequency Domain and Generalized Gabor Multipliers
    Doerfler, Monika
    Torresani, Bruno
    [J]. JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS, 2010, 16 (02) : 261 - 293