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Full Waveform Inversion Using Nonlinearly Smoothed Wavefields

机译:使用非线性平滑波场的全波形反演

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摘要

The lack of low frequency information in the acquired data makes full waveform inversion (FWI) conditionally converge to the accurate solution. An initial velocity model that results in data with events within a half cycle of their location in the observed data was required to converge. The multiplication of wavefields with slightly different frequencies generates artificial low frequency components. This can be effectively utilized by multiplying the wavefield with itself, which is nonlinear operation, followed by a smoothing operator to extract the artificially produced low frequency information. We construct the objective function using the nonlinearly smoothed wavefields with a global-correlation norm to properly handle the energy imbalance in the nonlinearly smoothed wavefield. Similar to the multi-scale strategy, we progressively reduce the smoothing width applied to the multiplied wavefield to welcome higher resolution. We calculate the gradient of the objective function using the adjoint-state technique, which is similar to the conventional FWI except for the adjoint source. Examples on the Marmousi 2 model demonstrate the feasibility of the proposed FWI method to mitigate the cycle-skipping problem in the case of a lack of low frequency information.
机译:采集的数据中缺少低频信息,使得全波形反演(FWI)有条件地收敛到准确的解决方案。需要一个初始速度模型来收敛,该模型需要在事件数据位于其观测数据位置的半个周期内的时间内生成数据。频率略有不同的波场相乘会产生人为的低频成分。通过将波场与其自身相乘(这是非线性操作),然后由平滑算子提取人工产生的低频信息,可以有效地利用这一点。我们使用具有全局相关范数的非线性平滑波场构造目标函数,以正确处理非线性平滑波场中的能量不平衡。与多尺度策略类似,我们逐渐减小应用于乘以波场的平滑宽度,以迎接更高的分辨率。我们使用伴随状态技术计算目标函数的梯度,除了伴随源之外,它与常规FWI相似。 Marmousi 2模型的示例证明了所提出的FWI方法在缺乏低频信息的情况下减轻周期跳跃问题的可行性。

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