Inverse Potential Problems for Divergence of Measures with Total Variation Regularization

被引:2
|
作者
Baratchart, L. [1 ]
Guillen, C. Villalobos [2 ]
Hardin, D. P. [2 ]
Northington, M. C. [3 ]
Saff, E. B. [2 ]
机构
[1] INRIA, Projet APICS, 2004 Route Lucioles,BP 93, F-06902 Sophia Antipolis, France
[2] Vanderbilt Univ, Dept Math, Nashville, TN 37240 USA
[3] Georgia Inst Technol, Sch Math, Atlanta, GA 30313 USA
基金
美国国家科学基金会;
关键词
Divergence free; Distributions; Solenoidal; Total variation of measures; Magnetization; Inverse problems; Purely; 1-unrectifiable; Sparse recovery; Total variation regularization; ELLIPTIC CONTROL-PROBLEMS; SIGNAL RECOVERY; RECONSTRUCTION; SHRINKAGE;
D O I
10.1007/s10208-019-09443-x
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We study inverse problems for the Poisson equation with source term the divergence of an R-3-valued measure, that is, the potential Phi satisfies Delta Phi = del . mu, and mu is to be reconstructed knowing (a component of) the field grad Phi on a set disjoint from the support of mu. Such problems arise in several electro-magnetic contexts in the quasi-static regime, for instance when recovering a remanent magnetization from measurements of its magnetic field. We investigate methods for recovering mu by penalizing the measure theoretic total variation norm parallel to mu parallel to(TV). We provide sufficient conditions for the unique recovery of mu, asymptotically when the regularization parameter and the noise tend to zero in a combined fashion, when it is uni-directional or when the magnetization has a support which is sparse in the sense that it is purely 1-unrectifiable. Numerical examples are provided to illustrate the main theoretical results.
引用
收藏
页码:1273 / 1307
页数:35
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