Enhancing residual-based techniques with shape reconstruction features in electrical impedance tomography
Bastian Harrach,Mach Nguyet Minh +1 more
TLDR
In this paper, the linearized residual functional under a linear constraint defined by a monotonicity test is minimized under high levels of noise without the appearance of artifacts, and global convergence is established to guarantee that this method is stable under the effects of noise.Abstract:
In electrical impedance tomography, algorithms based on minimizing a linearized residual functional have been widely used due to their flexibility and good performance in practice. However, no rigorous convergence results are available in the literature yet, and reconstructions tend to contain ringing artifacts. In this work, we shall minimize the linearized residual functional under a linear constraint defined by a monotonicity test, which plays the role of a special regularizer. Global convergence is then established to guarantee that this method is stable under the effects of noise. Moreover, numerical results show that this method yields good shape reconstructions under high levels of noise without the appearance of artifacts.read more
Citations
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Journal ArticleDOI
Convexification of restricted Dirichlet-to-Neumann map
TL;DR: In this paper, the restricted Dirichlet-to-Neumann map (DN) is defined and a new numerical concept for CIPs with restricted DN data for a broad class of PDEs of the second order, e.g. elliptic, parabolic and hyperbolic ones.
Posted Content
Monotonicity-based inversion of the fractional Schr\"odinger equation
Bastian Harrach,Yi-Hsuan Lin +1 more
TL;DR: In this article, if-and-only-if monotonicity relations between positive bounded potentials and their associated nonlocal Dirichlet-to-Neumann maps are provided.
Journal ArticleDOI
Monotonicity-based electrical impedance tomography for lung imaging
TL;DR: In this paper, a monotonicity-based spatiotemporal conductivity imaging method for continuous regional lung monitoring using electrical impedance tomography (EIT) is presented, where the EIT data (i.e., the boundary current-voltage data) can be decomposed into pulmonary, cardiac and other parts using their different periodic natures.
Journal ArticleDOI
A Moving Morphable Components Based Shape Reconstruction Framework for Electrical Impedance Tomography
Dong Liu,Jiangfeng Du +1 more
TL;DR: The simulation and experimental results show that the proposed approach is tolerant to modeling errors and is fairly robust to these parameter choices, offering significant improvements in image quality in comparison to the conventional absolute reconstructions using smoothness prior regularization and total variation regularization.
Journal ArticleDOI
Monotonicity-based inversion of the fractional schodinger equation ii. general potentials and stability
Bastian Harrach,Yi-Hsuan Lin +1 more
TL;DR: This work uses monotonicity-based methods for the fractional Schrodinger equation with general potentials q in L^\infty(Omega) in a Lipschitz bounded open set Omega \subset R^n in any dimensi...
References
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Book ChapterDOI
Graph Implementations for Nonsmooth Convex Programs
Michael C. Grant,Stephen Boyd +1 more
TL;DR: Graph implementations as mentioned in this paper is a generic method for representing a convex function via its epigraph, described in a disciplined convex programming framework, which allows a very wide variety of smooth and nonsmooth convex programs to be easily specified and efficiently solved.
Book
An Introduction to the Mathematical Theory of Inverse Problems
TL;DR: Inverse Eigenvalue Problems and Inverse Problem in Electrical Impedance Tomography Inverse Scattering Problem as mentioned in this paper is a regularization theory for Equations of the First Kind.
Journal ArticleDOI
A global uniqueness theorem for an inverse boundary value problem
John Sylvester,Gunther Uhlmann +1 more
TL;DR: In this paper, the single smooth coefficient of the elliptic operator LY = v yv can be determined from knowledge of its Dirichlet integrals for arbitrary boundary values on a fixed region 2 C R', n? 3.
Book
Banach Algebra Techniques in Operator Theory
TL;DR: In this paper, the authors propose a compact operator on Hilbert Space and C*-Algebras, as well as Compact Operators, Fredholm Operators and Index Theory.
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