二阶同步压缩s变换及其在地震频谱分解中的应用

HUANG Zhong-Lai, ZHANG Jian-Zhong, ZOU Zhi-Hui
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引用次数: 9

摘要

同步压缩s变换(SSST)是一种用于非平稳信号时频(T-F)表示的新方法。通过“压缩”信号s变换(ST)的T-F频谱,SSST可以获得高分辨率的T-F频谱。然而,当信号的相位随时间非线性变化时,SSST计算的信号的瞬时频率(IF)会不准确,导致T-F谱的分辨率降低。为了提高其成像此类信号的性能,我们利用时间和频率的二阶偏导数对中频公式进行了修正,并提出了一种二阶同步压缩s变换(SSST2nd)。综合算例表明,ssst2不仅具有明显高于常用T-F变换的分辨率,而且对if随时间呈二次或正弦变化的信号的成像效果也优于SSST。应用ssst2对天然气勘探地震数据进行了光谱分解。结果表明,ssst2可以很好地检测与天然气聚集相关的频谱异常。因此,ssst2是一种很有潜力的地震解释技术。
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A SECOND-ORDER SYNCHROSQUEEZING S-TRANSFORM AND ITS APPLICATION IN SEISMIC SPECTRAL DECOMPOSITION

The Synchrosqueezing S-transform (SSST) is a novel approach for time-frequency (T-F) representation of non-stationary signals. By “squeezing” T-F spectrum of the S-transform (ST) of a signal, the SSST can obtain a high-resolution T-F spectrum. However, when the phase of a signal varies non-linearly with time, the instantaneous frequency (IF) of the signal calculated by the SSST would be inaccurate, causing reduction of the resolution of the T-F spectrum. In order to improve its performance in imaging such signals, we modify the formula of IF with the help of the second-order partial derivatives of time and frequency, and propose a second-order Synchrosqueezing S-transform (SSST2nd). Synthetic examples show that the SSST2nd not only has obviously higher resolution than commonly used T-F transforms, but also images the signals of which the IFs vary quadratically or sinusoidally with time better than the SSST. We apply the SSST2nd to perform spectral decomposition of seismic data for natural gas exploration. The results illustrate that the SSST2nd can be used to well detect frequency spectral anomalies correlated with natural gas accumulations. Therefore, it can be concluded that the SSST2nd is a good potential technique for seismic interpretation.

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