Primal-Dual Weak Galerkin Finite Element Methods for Elliptic Cauchy Problems
Chunmei Wang, Junping Wang

TL;DR
This paper introduces a novel primal-dual weak Galerkin finite element method for solving ill-posed elliptic Cauchy problems, ensuring well-posedness, stability, and providing error estimates with numerical validation.
Contribution
It develops a new primal-dual weak Galerkin scheme that is symmetric, well-posed, and consistent for elliptic Cauchy problems, with theoretical analysis and numerical validation.
Findings
The method is symmetric and well-posed.
Error estimates are established in discrete Sobolev norms.
Numerical results confirm the theoretical analysis.
Abstract
The authors propose and analyze a well-posed numerical scheme for a type of ill-posed elliptic Cauchy problem by using a constrained minimization approach combined with the weak Galerkin finite element method. The resulting Euler-Lagrange formulation yields a system of equations involving the original equation for the primal variable and its adjoint for the dual variable, and is thus an example of the primal-dual weak Galerkin finite element method. This new primal-dual weak Galerkin algorithm is consistent in the sense that the system is symmetric, well-posed, and is satisfied by the exact solution. A certain stability and error estimates were derived in discrete Sobolev norms, including one in a weak topology. Some numerical results are reported to illustrate and validate the theory developed in the paper.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsNumerical methods in engineering · Numerical methods in inverse problems · Advanced Numerical Methods in Computational Mathematics
