对地震勘探得出的分数椭圆系统进行贝叶斯反演

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-09-10 DOI:10.1002/mma.10474
Yujiao Li
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引用次数: 0

摘要

本文主要研究地震勘探研究中引入的贝叶斯反演分散主导型分数亥姆霍兹(DDFH)方程。为了建立反演理论,我们仔细研究了 DDFH 方程。我们将其转化为一个由分数阶和整数阶椭圆方程组成的系统,扩展了频谱分数拉普拉斯算子的传统定义,以适应非均质边界条件。随后,我们为涉及小波数和大波数的情况建立了良好拟合理论。我们的证明依赖于所选分数椭圆方程的正则属性,并充分利用了椭圆系统的结构特殊性,这使其有别于经典情况。之后,我们将重点放在贝叶斯统计框架内与 DDFH 方程相关的反介质散射问题上。我们讨论了两种情况:一种是没有模型还原误差,另一种是由于实施某些吸收边界条件而产生的模型还原误差。更确切地说,基于前向算子的特性,我们证明了这两种情况下的后验量值的可实现性,这为量化该问题的不确定性提供了机会。
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Bayesian inversion of a fractional elliptic system derived from seismic exploration
In this paper, we concentrate on the Bayesian inversion of a dispersion‐dominated fractional Helmholtz (DDFH) equation, which has been introduced in studies concerning seismic exploration. To establish the inversion theory, we meticulously examine the DDFH equation. We transform it into a system comprising both fractional‐ and integer‐order elliptic equations, extending the conventional definition of the spectral fractional Laplace operator to accommodate non‐homogeneous boundary conditions. Subsequently, we establish the well‐posedness theory for scenarios involving both small and large wavenumbers. Our proof hinges upon the regularity attributes of select fractional elliptic equations and capitalizes fully on the structural peculiarities of the elliptic system, which distinguish it from classical cases. Thereafter, we focus on the inverse medium scattering problem pertinent to the DDFH equation, framed within the Bayesian statistical framework. We address two scenarios: one devoid of model reduction errors and another characterized by such errors—arising from the implementation of certain absorbing boundary conditions. More precisely, based on the properties of the forward operator, well‐posedness of the posterior measures have been proved in both cases, which provide an opportunity to quantify the uncertainties of this problem.
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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