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Inversion-Driven Attenuation Compensation Using Synchrosqueezing Transform
DOI:10.1109/LGRS.2017.2777598.png)
摘要
En 中文
Attenuation is a fundamental mechanism as seismic wave propagates through the earth. The loss of high-frequency energy and concomitant phase distortion can be compensated by inverse Q filtering to enhance the resolution of seismic data. Since the attenuation process depends on time and frequency, it is routinely performed in the time-frequency domain. The synchrosqueezing transform (SST), which provides highly localized time-frequency representations for the nonstationary signals due to reduced spectral smearing, is applied to implement the inverse Q filtering scheme. However, the amplitude compensation process is unstable because energy amplification is involved. To stabilize it, the amplitude compensation is regarded as an inverse problem with an L1-norm regularization term in the SST domain. The iteratively reweighted least-squares algorithm is used to solve the regularized inverse problem. Synthetic and real data examples illustrate the stability and effectiveness of the proposed method.
Keyword:
Attenuation compensation
inversion
L1-norm regularization
synchrosqueezing transform (SST)
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期刊
IF:
16.4
论文数:
1.0W
被引数:
5.1K
机构
引用论文
The Synchrosqueezing algorithm for time-varying spectral analysis: Robustness properties and new paleoclimate applications
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IF3.6

