Matching Demodulation Synchrosqueezing S Transform and Its Application in Seismic Time-Frequency Analysis

被引:15
作者
Wang, Qian [1 ]
Li, Yexue [2 ]
Chen, Shijun [1 ]
Tang, Bo [1 ]
机构
[1] Hubei Univ Arts & Sci, Sch Math & Stat, Xiangyang 441053, Peoples R China
[2] Hubei Univ Arts & Sci, Sch Civil & Architecture, Xiangyang 441053, Peoples R China
基金
中国国家自然科学基金;
关键词
Transforms; Demodulation; Estimation; Tools; Time-frequency analysis; Signal resolution; Frequency modulation; Matching demodulation; seismic data processing; synchrosqueezing S transform (SSST); time-frequency (TF) analysis; REASSIGNMENT;
D O I
10.1109/LGRS.2020.3047892
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Time-frequency (TF) analysis is a powerful tool to describe the frequency response of subsurface rocks and hydrocarbon reservoirs. In this letter, the matching demodulation synchrosqueezing S transform (MDSST) that achieves a highly concentrated TF representation was introduced to seismic TF analysis. The MDSST includes two steps: the matching demodulation technique is preprocessing that provides a rough estimation of instantaneous frequency (IF) of the analyzed signal, and the synchrosqueezing transform (SST) is postprocessing that produces an accurate IF. Numerical experiments on synthetic and real signals demonstrate the superiority of the MDSST in seismic TF analysis.
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页数:5
相关论文
共 20 条
[1]   IMPROVING THE READABILITY OF TIME-FREQUENCY AND TIME-SCALE REPRESENTATIONS BY THE REASSIGNMENT METHOD [J].
AUGER, F ;
FLANDRIN, P .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (05) :1068-1089
[2]   Signal analysis via instantaneous frequency estimation of signal components [J].
Chui C.K. ;
van der Walt M.D. .
GEM - International Journal on Geomathematics, 2015, 6 (01) :1-42
[3]   Synchrosqueezed wavelet transforms: An empirical mode decomposition-like tool [J].
Daubechies, Ingrid ;
Lu, Jianfeng ;
Wu, Hau-Tieng .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2011, 30 (02) :243-261
[4]  
Herrera R. H., 2013, GEOCONVENTION
[5]   Applications of the synchrosqueezing transform in seismic time-frequency analysis [J].
Herrera, Roberto H. ;
Han, Jiajun ;
van der Baan, Mirko .
GEOPHYSICS, 2014, 79 (03) :V55-V64
[6]   Synchrosqueezing S-Transform and Its Application in Seismic Spectral Decomposition [J].
Huang, Zhong-lai ;
Zhang, Jianzhong ;
Zhao, Tie-hu ;
Sun, Yunbao .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 54 (02) :817-825
[7]   Time-frequency signal analysis for gearbox fault diagnosis using a generalized synchrosqueezing transform [J].
Li, Chuan ;
Liang, Ming .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2012, 26 :205-217
[8]   Self-Adaptive Generalized S-Transform and Its Application in Seismic Time-Frequency Analysis [J].
Liu, Naihao ;
Gao, Jinghuai ;
Zhang, Bo ;
Wang, Qian ;
Jiang, Xiudi .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 57 (10) :7849-7859
[9]   High-resolution characterization of geologic structures using the synchrosqueezing transform [J].
Liu, Naihao ;
Gao, Jinghuai ;
Zhang, Zhuosheng ;
Jiang, Xiudi ;
Lv, Qi .
INTERPRETATION-A JOURNAL OF SUBSURFACE CHARACTERIZATION, 2017, 5 (01) :T75-T85
[10]   Seismic Time-Frequency Analysis via STFT-Based Concentration of Frequency and Time [J].
Liu, Naihao ;
Gao, Jinghuai ;
Jiang, Xiudi ;
Zhang, Zhuosheng ;
Wang, Qian .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2017, 14 (01) :127-131