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Properties of an improved Gabor wavelet transform and its applications to seismic signal processing and interpretation

机译:改进Gabor小波变换的性质及其在地震信号处理和解释中的应用

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摘要

This paper presents an analytical study of the complete transform of improved Gabor wavelets (IGWs), and discusses its application to the processing and interpretation of seismic signals. The complete Gabor wavelet transform has the following properties. First, unlike the conventional transform, the improved Gabor wavelet transform (IGWT) maps time domain signals to the time-frequency domain instead of the time-scale domain. Second, the IGW's dominant frequency is fixed, so the transform can perform signal frequency division, where the dominant frequency components of the extracted sub-band signal carry essentially the same information as the corresponding components of the original signal, and the subband signal bandwidth can be regulated effectively by the transform's resolution factor. Third, a time-frequency filter consisting of an IGWT and its inverse transform can accurately locate target areas in the time-frequency field and perform filtering in a given time-frequency range. The complete IGW transform's properties are investigated using simulation experiments and test cases, showing positive results for seismic signal processing and interpretation, such as enhancing seismic signal resolution, permitting signal frequency division, and allowing small faults to be identified.
机译:本文对改进Gabor小波(IGWs)的完全变换进行了分析研究,并讨论了其在地震信号处理和解释中的应用。完整的 Gabor 小波变换具有以下属性。首先,与传统变换不同,改进的Gabor小波变换(IGWT)将时域信号映射到时频域而不是时标域。其次,IGW的主频是固定的,因此变换可以进行信号频分,其中提取的子带信号的主频分量携带的信息与原始信号的相应分量基本相同,并且可以通过变换的分辨因子有效地调节子带信号带宽。第三,由IGWT及其逆变换组成的时频滤波器可以精确定位时频场中的目标区域,并在给定的时频范围内进行滤波。使用仿真实验和测试用例研究了完整的IGW变换的特性,在地震信号处理和解释方面显示出积极的结果,例如提高地震信号分辨率,允许信号频分,并允许识别小故障。

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