Title
Some preconditioners for elliptic PDE-constrained optimization problems.
Abstract
For the structured systems of linear equations arising from the Galerkin finite element discretizations of elliptic PDE-constrained optimization problems, some preconditioners are proposed to accelerate the convergence rate of Krylov subspace methods such as GMRES for both cases of the Tikhonov parameter β not very small (equal or greater than 1e−6) and sufficiently small (less than 1e−6), respectively. We derive the explicit expressions for the eigenvalues and eigenvectors of the corresponding preconditioned matrices. Numerical results show that the corresponding preconditioned GMRES methods perform and match well with the theoretical results.
Year
DOI
Venue
2018
10.1016/j.camwa.2018.01.009
Computers & Mathematics with Applications
Keywords
Field
DocType
PDE-constrained optimization,Saddle point matrix,Preconditioner,Eigenvalue,Eigenvector
Tikhonov regularization,Krylov subspace,Generalized minimal residual method,Matrix (mathematics),Mathematical analysis,Finite element method,Rate of convergence,Optimization problem,Mathematics,Eigenvalues and eigenvectors
Journal
Volume
Issue
ISSN
75
8
0898-1221
Citations 
PageRank 
References 
1
0.36
8
Authors
2
Name
Order
Citations
PageRank
Yi-Fen Ke1161.97
Changfeng Ma210016.25