泊松方程反问题中双极性源最小二乘估计的临界点

Pub Date : 2024-04-03 DOI:10.1007/s40315-024-00535-6
Paul Asensio, Juliette Leblond
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引用次数: 0

摘要

在这项工作中,我们利用维数为 3 的域中的泊松问题解的边界值,研究了偶极源恢复问题中涉及的非凸最小二乘准则最小化的可解性的某些方面。这个泊松问题主要产生于麦克斯韦方程的准静态近似,局部源被建模为偶极。我们确定了该准则在一般几何条件下最小化的唯一性,以及在欧几里得几何条件下临界点的唯一性,即当边界为平面时。这对数值方法、计算解向全局最小值的收敛性都有影响。相关的反电势问题可应用于与神经科学有关的生物医学成像问题和与地球科学有关的古地磁问题。在这些领域,此类逆问题的解决方案可用于通过测量感应电动势或磁场来恢复大脑中的电流或岩石磁化。
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Critical Points for Least-Squares Estimation of Dipolar Sources in Inverse Problems for Poisson Equation

In this work, we study some aspects of the solvability of the minimization of a non-convex least-squares criterion involved in dipolar source recovery issues, using boundary values of a solution to a Poisson problem in a domain of dimension 3. This Poisson problem arises in particular from the quasi-static approximation of Maxwell equations with localized sources modeled as dipoles. We establish the uniqueness of the minimizer of the criterion for general geometries and the uniqueness of its critical point for the Euclidean geometry, that is when the boundary is a plane. This has consequences on the numerical approach, for the convergence of the computed solution to the global minimizer. Related inverse potential problems have applications in biomedical imaging issues pertaining to neurosciences, and in paleomagnetism issues pertaining to geosciences. There, solutions to such inverse problems are used to recover electric currents in the brain, or rock magnetizations, from measurements of the induced electric potential or magnetic field.

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