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首页> 外文期刊>Journal of Seismic Exploration >ROBUSTNESS OF LAPLACE DOMAIN WAVEFORM INVERSIONS TO CYCLE SKIPPING
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ROBUSTNESS OF LAPLACE DOMAIN WAVEFORM INVERSIONS TO CYCLE SKIPPING

机译:Laplace域波形反演对循环跳跃的鲁棒性

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摘要

The local minima problem introduced by cycle skipping is an important barrier for a successful waveform inversion. However, numerical examples of the Laplace-domain full waveform inversions show that we can start from simple initial models to obtain subsurface models, without the local minima problem. Although we can infer that the Laplace-domain inversion is robust to the cycle skipping problem from previous literatures, theoretical examination about the effect of cycle skipping in the Laplace domain is missing. We explain why the Laplace-domain logarithmic objective function is robust to cycle skipping by examining the effect of time shifts of seismic traces on the objective function. A test using a sine wavelet shows that the Laplace transform converts the time shift in the time domain to an amplitude change in the Laplace domain. The amplitude change due to the time shift shows monotonous variations as the amount of time shift increases. Therefore, no cycle skipping effect in the Laplace domain is evident, and the Laplace domain objective function shows a monotonous variation. Numerical examples using 1D and 2D models demonstrate that the Laplace domain objective function is robust to cycle skipping.
机译:周期跳跃引起的局部极小问题是成功进行波形反转的重要障碍。但是,拉普拉斯域全波形反演的数值示例表明,我们可以从简单的初始模型开始获得地下模型,而不会出现局部最小值问题。尽管我们可以从以前的文献中推断出Laplace域反演对于循环跳跃问题具有鲁棒性,但是缺少有关Laplace域中循环跳跃的影响的理论研究。通过检查地震迹线的时移对目标函数的影响,我们解释了为什么Laplace域对数目标函数对循环跳跃具有鲁棒性。使用正弦小波的测试表明,拉普拉斯变换将时域中的时移转换为拉普拉斯域中的幅度变化。由于时移引起的幅度变化随着时移量的增加而显示出单调变化。因此,在拉普拉斯域中没有明显的循环跳跃效果,并且拉普拉斯域目标函数显示出单调变化。使用一维和二维模型的数值示例表明,拉普拉斯域目标函数对于循环跳跃具有鲁棒性。

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