Regularization of the inverse Laplace transform by mollification

IF 2 2区 数学 Q1 MATHEMATICS, APPLIED Inverse Problems Pub Date : 2024-01-16 DOI:10.1088/1361-6420/ad1609
Pierre Maréchal, Faouzi Triki, Walter C Simo Tao Lee
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Abstract

In this paper we study the inverse Laplace transform. We first derive a new global logarithmic stability estimate that shows that the inversion is severely ill-posed. Then we propose a regularization method to compute the inverse Laplace transform using the concept of mollification. Taking into account the exponential instability we derive a criterion for selection of the regularization parameter. We show that by taking the optimal value of this parameter we improve significantly the convergence of the method. Finally, making use of the holomorphic extension of the Laplace transform, we suggest a new PDEs based numerical method for the computation of the solution. The effectiveness of the proposed regularization method is demonstrated through several numerical examples.
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反拉普拉斯变换的规范化摩尔化
本文研究反拉普拉斯变换。我们首先推导出一个新的全局对数稳定性估计值,它表明反演是一个严重的问题。然后,我们提出了一种正则化方法,利用 "钝化 "概念计算反拉普拉斯变换。考虑到指数不稳定性,我们得出了正则化参数的选择标准。我们证明,通过取该参数的最优值,可以显著改善该方法的收敛性。最后,利用拉普拉斯变换的全态扩展,我们提出了一种新的基于 PDEs 的数值方法来计算解。我们通过几个数值示例证明了所提出的正则化方法的有效性。
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来源期刊
Inverse Problems
Inverse Problems 数学-物理:数学物理
CiteScore
4.40
自引率
14.30%
发文量
115
审稿时长
2.3 months
期刊介绍: An interdisciplinary journal combining mathematical and experimental papers on inverse problems with theoretical, numerical and practical approaches to their solution. As well as applied mathematicians, physical scientists and engineers, the readership includes those working in geophysics, radar, optics, biology, acoustics, communication theory, signal processing and imaging, among others. The emphasis is on publishing original contributions to methods of solving mathematical, physical and applied problems. To be publishable in this journal, papers must meet the highest standards of scientific quality, contain significant and original new science and should present substantial advancement in the field. Due to the broad scope of the journal, we require that authors provide sufficient introductory material to appeal to the wide readership and that articles which are not explicitly applied include a discussion of possible applications.
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