Domain decomposition methods
Builds on Boundary value problemSystem of linear equationsPositive definite matrixIterative methodPreconditionerSchur complementFinite element method
Definition
Let be a linear system with an invertible real matrix , arising from a discretized boundary value problem on a domain . Let be subdomains with , and let be the set of unknowns that belong to . Let be the matrix that selects the entries in , and let be the local matrix. A domain decomposition method is an iterative method or preconditioner for in which:
- each step solves local systems with the matrices , or with local matrices built from them;
- the local solutions are combined through the unknowns shared by, or lying on the interfaces between, the subdomains;
- optionally, a coarse problem of small size couples all subdomains globally.
The method is overlapping if the sets overlap, and nonoverlapping if the subdomains meet only along interfaces.
Remarks
Example: the additive Schwarz preconditioner is , for overlapping that cover all unknowns. Each term solves a local problem, and the terms can be computed in parallel, so clauses 1 and 2 hold. If is symmetric positive definite, each is too, and is symmetric positive definite. Non-example: the finite element method with a direct solver for the whole of solves no local systems, so it fails clause 1. Nonoverlapping methods eliminate the interior unknowns of each subdomain and iterate on the Schur complement for the interface unknowns. Without a coarse problem, the number of iterations grows with the number of subdomains, because information travels only between neighbours at each step.
Reading path
To understand this page from the ground up, read these 8 pages in order. The foundations come first.
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- Boundary value problem concept
- Finite element method concept
- Iterative method concept
- Positive definite matrix concept
- Preconditioner concept
- Schur complement concept
- System of linear equations concept
- Domain decomposition methods definition
Further reading
About this page
| Tag | TM0AXHX3SG |
|---|---|
| URI | m2://TM0AXHX3SG |
| Kind | definition |
| Writing | W0 stub |
| MSC | 65N55, 65F10, 65Y05 |
| Defines | Domain decomposition methods |
| Uses | Boundary value problem, System of linear equations, Positive definite matrix, Iterative method, Preconditioner, Schur complement, Finite element method |
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