An optimal transport approach for 3D electrical impedance tomography

被引:0
作者
Bao, Gang [1 ]
Zhang, Yixuan [2 ]
机构
[1] Zhejiang Univ, Sch Math Sci, Hangzhou 310027, Peoples R China
[2] Peking Univ, Sch Math Sci, Beijing 100871, Peoples R China
基金
中国国家自然科学基金;
关键词
optimal transportation theory; electrical impedance tomography; Wasserstein distance; generalized Monge-Amp & egrave; re equation; MONGE-AMPERE EQUATION; NUMERICAL-SOLUTION; POLAR FACTORIZATION; SPHERE; MAPS; REGULARITY; ALGORITHM; DISTANCE; DESIGN;
D O I
10.1088/1361-6420/ad89f3
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This work solves the three-dimensional inverse boundary value problem with the quadratic Wasserstein distance (W2), which originates from the optimal transportation (OT) theory. The computation of the W2 distance on the manifold surface is boiled down to solving the generalized Monge-Amp & egrave;re equation, whose solution is directly related to the gradient of the W2 distance. An efficient first-order method based on iteratively solving Poisson's equation is introduced to solve the fully nonlinear elliptic equation. Combining with the adjoint-state technique, the optimization framework based on the W2 distance is developed to solve the three-dimensional electrical impedance tomography problem. The proposed method is especially suitable for severely ill-posed and highly nonlinear inverse problems. Numerical experiments demonstrate that our method improves the stability and outperforms the traditional regularization methods.
引用
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页数:25
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