An abstract framework for elliptic inverse problems: Part 2. An augmented Lagrangian approach
Document Type
Article
Publication Date
3-11-2008
Abstract
The coefficient in a linear elliptic partial differential equation can be estimated from interior measurements of the solution. Posing the estimation problem as a constrained optimization problem with the PDE as the constraint allows the use of the augmented Lagrangian method, which is guaranteed to converge. Moreover, the convergence analysis encompasses discretization by finite element methods, so the proposed algorithm can be implemented and will produce a solution to the constrained minimization problem. All of these properties hold in an abstract framework that encompasses several interesting problems: the standard (scalar) elliptic BVP in divergence form, the system of isotropic elasticity, and others. Moreover, the analysis allows for the use of total variation regularization, so rapidly-varying or even discontinuous coefficients can be estimated.
Publication Title
Mathematics and Mechanics of Solids
Recommended Citation
Gockenbach, M.,
&
Khan, A. A.
(2008).
An abstract framework for elliptic inverse problems: Part 2. An augmented Lagrangian approach.
Mathematics and Mechanics of Solids,
14(6), 517-539.
http://doi.org/10.1177/1081286507087150
Retrieved from: https://digitalcommons.mtu.edu/math-fp/22
Publisher's Statement
Copyright 2009 SAGE Publications. Publisher's version of record: https://doi.org/10.1177/1081286507087150