Initial gradient optimization for elastic full-waveform inversion by means of spectral recomposition

IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY
Nelson Ricardo Coelho Flores Zuniga , Rafael dos Santos Gioria , Bruno Souza Carmo
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引用次数: 0

Abstract

Predicting velocity models accurately using FWI technique is strictly related to an enhanced initial estimate. A reliable mean to build a more befitted initial model for FWI provides a more accurate velocity model building and/or fewer iterations — and, therefore, a lower processing time — for building the velocity model. In light of these considerations, we propose to use an approach based on spectral recomposition of elastic seismic data and to implement it in order to perform the optimization of the gradient in initial estimations for FWI focusing in S-waves. This approach employs an inversion scheme aimed at reconstructing the seismic spectrum of wavelets associated with a reflection event. This allows us to estimate the temporal position of each wavelet within a seismogram. Once the temporal position of each wavelet is determined, we can guide the calculated wavelet to better fit the corresponding observed signal, starting from a closer initial point. The utilization of this approach results in notably accurate predictions of elastic velocity models with a significant reduced number of iterations, especially for lower frequencies.
基于谱重构的弹性全波形反演初始梯度优化
利用FWI技术准确预测速度模型与增强的初始估计密切相关。建立更适合FWI的初始模型的可靠方法可以提供更准确的速度模型构建和/或更少的迭代,从而缩短了构建速度模型的处理时间。考虑到这些因素,我们建议使用一种基于弹性地震数据的频谱重组方法,并将其实施,以便在s波中FWI聚焦的初始估计中进行梯度优化。该方法采用了一种反演方法,旨在重建与反射事件相关的小波的地震谱。这使我们能够估计地震记录中每个小波的时间位置。一旦确定了每个小波的时间位置,我们就可以引导计算出的小波更好地拟合相应的观测信号,从更接近的初始点开始。这种方法的使用使得弹性速度模型的预测非常准确,迭代次数显著减少,特别是对于较低的频率。
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来源期刊
Journal of Applied Geophysics
Journal of Applied Geophysics 地学-地球科学综合
CiteScore
3.60
自引率
10.00%
发文量
274
审稿时长
4 months
期刊介绍: The Journal of Applied Geophysics with its key objective of responding to pertinent and timely needs, places particular emphasis on methodological developments and innovative applications of geophysical techniques for addressing environmental, engineering, and hydrological problems. Related topical research in exploration geophysics and in soil and rock physics is also covered by the Journal of Applied Geophysics.
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