Parallel complexity of domain decomposition methods and optimal coarse grid size
Autor: | Jian Ping Shao, Tony F. Chan |
---|---|
Rok vydání: | 1995 |
Předmět: |
Computer Networks and Communications
Computer science Domain decomposition methods Function (mathematics) Solver Grid Computer Graphics and Computer-Aided Design Theoretical Computer Science Dimension (vector space) Rate of convergence Coupling (computer programming) Artificial Intelligence Hardware and Architecture Decomposition method (constraint satisfaction) Algorithm Software |
Zdroj: | Parallel Computing. 21:1033-1049 |
ISSN: | 0167-8191 |
DOI: | 10.1016/0167-8191(95)00009-d |
Popis: | In this paper, we analyze the parallel complexity of domain decomposition method through estimating the arithmetic time as well as the communication time. In most domain decomposition (DD) methods, a coarse grid solve is employed to provide global coupling and obtain an optimal convergence rate. Generally, a small coarse grid size H improves the convergence rate at the cost of a larger coarse grid problem and a large number P of processors results in more costly global communication, whereas a large H and a small P have the opposite effect. Therefore, there often exists an optimal H such that the execution time on the parallel machine reaches a minimum. Our main goal here is to find this optimal coarse grid size H in the parallel environment. We assume the same solver is used for the subdomains as well as the coarse problem. By expressing the parallel complexity as a function of H and h, we can derive the analytic optimal coarse grid size Hopt. When the number of processors is equal to the number of subdomains, we can prove that the choice of Hopt = √h asymptotically minimises the execution time as h tends to zero. This optimal coarse grid size is independent of the choice of subproblem solvers and the spatial dimension. However, when the number of processors is much less than the number of subdomains, the optimal coarse grid size depends on the number of processors, the subdomain solver and dimension. |
Databáze: | OpenAIRE |
Externí odkaz: |