Seismic Time-Frequency Analysis Based on Time-Reassigned Synchrosqueezing Transform

被引:0
|
作者
Bing, Pingping [1 ]
Liu, Wei [2 ]
Liu, Yang [2 ]
机构
[1] Changsha Med Univ, Acad Workstn, Changsha 410219, Peoples R China
[2] Beijing Univ Chem Technol, Coll Mech & Elect Engn, Beijing 100029, Peoples R China
来源
IEEE ACCESS | 2021年 / 9卷
关键词
Time-frequency analysis; Transforms; Frequency modulation; Feature extraction; Entropy; Licenses; Data mining; Time-reassigned synchrosqueezing transform; time-frequency representation; time localization; frequency slice; DECOMPOSITION;
D O I
10.1109/ACCESS.2021.3112690
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a novel seismic time-frequency analysis method via the time-reassigned synchrosqueezing transform (TSST), in which the time-frequency coefficients are reassigned in the time direction rather than in the frequency direction as the short-time Fourier-based synchrosqueezing transform (FSST) does. Such a technique can not only produce a highly concentrated time-frequency representation (TFR) for a wide variety of strongly frequency modulated signal, but also allow for the reconstruction of the modes with a high accuracy. Numerical experiments on synthetic signal and field data demonstrate the effectiveness of this new method, and show that the proposed method is more suitable for extracting seismic time-frequency feature and identifying the thin layers compared with the traditional FSST, which offers the potential in highlighting subtle geological structures.
引用
收藏
页码:133686 / 133693
页数:8
相关论文
共 50 条
  • [1] Time-reassigned multisynchrosqueezing of the S-transform for seismic time-frequency analysis
    Liu, Wei
    Liu, Yang
    Li, Shuangxi
    [J]. ACTA GEOPHYSICA, 2024, 72 (02) : 759 - 775
  • [2] Time-reassigned multisynchrosqueezing of the S-transform for seismic time-frequency analysis
    Wei Liu
    Yang Liu
    Shuangxi Li
    [J]. Acta Geophysica, 2024, 72 : 759 - 775
  • [3] Theoretical analysis of time-reassigned synchrosqueezing wavelet transform
    Li, Wenting
    Zhang, Zhuosheng
    Auger, Francois
    Zhu, Xiangxiang
    [J]. APPLIED MATHEMATICS LETTERS, 2022, 132
  • [4] Adaptive time-reassigned synchrosqueezing transform for seismic random noise suppression
    Liu, Wei
    Li, Shuangxi
    Chen, Wei
    [J]. ACTA GEOPHYSICA, 2024, 72 (02) : 829 - 847
  • [5] Adaptive time-reassigned synchrosqueezing transform for seismic random noise suppression
    Wei Liu
    Shuangxi Li
    Wei Chen
    [J]. Acta Geophysica, 2024, 72 : 829 - 847
  • [6] Newton Time-Reassigned Multi-Synchrosqueezing Wavelet Transform
    Li, Wenting
    Zhang, Zhuosheng
    Zhang, Rui
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2024, 31 : 2390 - 2394
  • [7] Applications of the synchrosqueezing transform in seismic time-frequency analysis
    Herrera, Roberto H.
    Han, Jiajun
    van der Baan, Mirko
    [J]. GEOPHYSICS, 2014, 79 (03) : V55 - V64
  • [8] Theoretical analysis and comparison of transient-extracting transform and time-reassigned synchrosqueezing transform
    Dong, Haoran
    Yu, Gang
    Li, Yueyang
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2022, 178
  • [9] Adaptive Time-Reassigned Synchrosqueezing Transform for Bearing Fault Diagnosis
    Liu, Wei
    Liu, Yang
    Li, Shuangxi
    Chen, Wei
    [J]. IEEE SENSORS JOURNAL, 2023, 23 (08) : 8545 - 8555
  • [10] Time-Frequency Analysis of Seismic Data Using Synchrosqueezing Transform
    Wang, Ping
    Gao, Jinghuai
    Wang, Zhiguo
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2014, 11 (12) : 2042 - 2044