Wavefield reconstruction inversion with weak-total-variation constraint based on first arrival traveltime tomography

IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS
Shao-Shun Zhang, Jian-Ping Huang, Zhen-Yu Wang
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引用次数: 0

Abstract

The objective function of full waveform inversion is a strong nonlinear function, the inversion process is not unique, and it is easy to fall into local minimum. Firstly, in the process of wavefield reconstruction, the wave equation is introduced into the construction of objective function as a penalty term to broaden the search space of solution and reduce the risk of falling into local minimum. In addition, there is no need to calculate the adjoint wavefield in the inversion process, which can significantly improve the calculation efficiency; Secondly, considering that the total variation constraint can effectively reconstruct the discontinuous interface in the velocity model, this paper introduces the weak total variation constraint to avoid the excessive smooth estimation of the model under the strong total variation constraint. The disadvantage of this strategy is that it is highly dependent on the initial model. In view of this, this paper takes the long wavelength initial model obtained by first arrival traveltime tomography as a prior model constraint, and proposes a weak total variation constrained wavefield reconstruction inversion method based on first arrival traveltime tomography. Numerical experimental results show that the new method reduces the dependence on the initial model, the interface description is more accurate, the error is reduced, and the iterative convergence efficiency is significantly improved.

基于首到行时层析成像的弱总变差约束波场重建反演
全波形反演的目标函数是一个强非线性函数,反演过程不是唯一的,容易陷入局部最小值。首先,在波场重构过程中,将波动方程作为惩罚项引入目标函数的构造中,拓宽了解的搜索空间,降低了陷入局部极小值的风险;此外,在反演过程中不需要计算伴随波场,可以显著提高计算效率;其次,考虑到全变分约束可以有效地重构速度模型中的不连续界面,本文引入弱全变分约束,避免了强全变分约束下模型的过度光滑估计。这种策略的缺点是它高度依赖于初始模型。鉴于此,本文将首到行时层析得到的长波初始模型作为先验模型约束,提出了一种基于首到行时层析的弱全变分约束波场重建反演方法。数值实验结果表明,新方法减少了对初始模型的依赖,界面描述更加准确,误差减小,迭代收敛效率显著提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Applied Geophysics
Applied Geophysics 地学-地球化学与地球物理
CiteScore
1.50
自引率
14.30%
发文量
912
审稿时长
2 months
期刊介绍: The journal is designed to provide an academic realm for a broad blend of academic and industry papers to promote rapid communication and exchange of ideas between Chinese and world-wide geophysicists. The publication covers the applications of geoscience, geophysics, and related disciplines in the fields of energy, resources, environment, disaster, engineering, information, military, and surveying.
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