JOURNAL ARTICLE

Synchrosqueezing Matching Pursuit Time–Frequency Analysis

Lu XuXingyao YinZhaoyun ZongKun Li

Year: 2020 Journal:   IEEE Geoscience and Remote Sensing Letters Vol: 18 (3)Pages: 411-415   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Time-frequency analysis of the nonstationary signals is one of the hot researches in geophysics, environmental science, geology, and other fields. Matching pursuit (MP) has been widely used to reveal the characteristics in time-frequency domain, which helps to study the changes and differences of subtle geological structures. Compared with traditional time-frequency analysis methods, MP has higher time-frequency resolution. The synchrosqueezing transforms (SSTs) have been proven to be an effective methodology to improve the time-frequency resolution by squeezing and redistributing the time-frequency coefficients in the frequency direction. Considering the superiority of the SSTs, this letter proposes a novel time-frequency analysis method called synchrosqueezing MP to enhance the energy aggregation of the time-frequency plane. The proposed method can squeeze the time-frequency distribution into near the center time and frequency of the selected wavelet by a 2-D Gaussian function. We used synthetic and field seismic data to demonstrate the feasibility of our method. The results prove the superiority of our method in describing reservoir boundaries.

Keywords:
Time–frequency analysis Matching pursuit Frequency domain Matching (statistics) Computer science Instantaneous phase Wavelet Frequency analysis Time domain Gaussian Field (mathematics) Algorithm Artificial intelligence Mathematics Statistics Computer vision Physics

Metrics

19
Cited By
1.49
FWCI (Field Weighted Citation Impact)
20
Refs
0.80
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Seismic Imaging and Inversion Techniques
Physical Sciences →  Earth and Planetary Sciences →  Geophysics
Machine Fault Diagnosis Techniques
Physical Sciences →  Engineering →  Control and Systems Engineering
Seismic Waves and Analysis
Physical Sciences →  Earth and Planetary Sciences →  Geophysics
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