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Waveform inversion with exponential damping using a deconvolution-based objective function

机译:使用基于反卷积的目标函数进行带指数阻尼的波形反演

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摘要

The lack of low frequency components in seismic data usually leads full waveform inversion into the local minima of its objective function. An exponential damping of the data, on the other hand, generates artificial low frequencies, which can be used to admit long wavelength updates for waveform inversion. Another feature of exponential damping is that the energy of each trace also exponentially decreases with source-receiver offset, where the leastsquare misfit function does not work well. Thus, we propose a deconvolution-based objective function for waveform inversion with an exponential damping. Since the deconvolution filter includes a division process, it can properly address the unbalanced energy levels of the individual traces of the damped wavefield. Numerical examples demonstrate that our proposed FWI based on the deconvolution filter can generate a convergent long wavelength structure from the artificial low frequency components coming from an exponential damping.
机译:地震数据中缺乏低频成分通常会导致完整的波形反演为其目标函数的局部最小值。另一方面,数据的指数衰减会产生人为的低频,该低频可用于允许长波长更新以进行波形反转。指数阻尼的另一个特征是,每条迹线的能量也会随着源-接收器的偏移呈指数下降,其中最小二乘失配函数不能很好地起作用。因此,我们提出了基于反卷积的目标函数,用于带指数阻尼的波形反演。由于去卷积滤波器包括除法过程,因此它可以正确处理阻尼波场的各个迹线的不平衡能级。数值算例表明,我们提出的基于去卷积滤波器的FWI可以从来自指数阻尼的人工低频分量生成会聚的长波长结构。

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