Imaging Anisotropic Conductivities from Current Densities

被引:1
|
作者
Liu, Huan [1 ]
Jin, Bangti [2 ]
Lu, Xiliang [3 ,4 ]
机构
[1] Jinling Inst Technol, Coll Sci, Nanjing 211169, Peoples R China
[2] UCL, Dept Comp Sci, London WC1E 6BT, England
[3] Wuhan Univ, Sch Math & Stat, Wuhan 430072, Peoples R China
[4] Wuhan Univ, Hubei Key Lab Computat Sci, Wuhan 430072, Peoples R China
来源
SIAM JOURNAL ON IMAGING SCIENCES | 2022年 / 15卷 / 02期
基金
英国工程与自然科学研究理事会;
关键词
anisotropic conductivity; current density; Tikhonov regularization; H-convergence; Hd-convergence; projected Newton method; IMPEDANCE; TOMOGRAPHY; BOUNDARY; MREIT;
D O I
10.1137/21M1437810
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose and analyze a reconstruction algorithm for imaging an anisotropic conductivity tensor in a second-order elliptic PDE with a nonzero Dirichlet boundary condition from internal current densities. It is based on a regularized output least-squares formulation with the standard L2(\Omega )d,d penalty, which is then discretized by the standard Galerkin finite element method. We establish the continuity and differentiability of the forward map with respect to the conductivity tensor in the Lp(\Omega )d,d-norms, the existence of minimizers and optimality systems of the regularized formulation using the concept of H-convergence. Further, we provide a detailed analysis of the discretized problem, especially the convergence of the discrete approximations with respect to the mesh size, using the discrete counterpart of H-convergence. In addition, we develop a projected Newton algorithm for solving the first-order optimality system. We present extensive two-dimensional numerical examples to show the efficiency of the proposed method.
引用
收藏
页码:860 / 891
页数:32
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