
| Document Type: | Master's Thesis |
| Name: | Aixiang (I Song) Yao |
| Email address: | ayao@csgrad.cs.vt.edu |
| URN: | 1998/00136 |
| Title: | An Efficient Parallel Three-Level Preconditioner for Linear Partial Differential Equations |
| Degree: | Master of Science |
| Department: | Computer Science |
| Committee Chair: | Calvin J. Ribbens |
| Chair's email: | ribbens@huron.cs.vt.edu |
| Committee Members: | Layne T. Watson, Professor |
| Christopher Beattie, Associate Professor | |
| Keywords: | parallel computing, preconditioner, domain decomposition, PDE, distributed systems |
| Date of defense: | February 5, 1998 |
| Availability: | Release the entire work immediately worldwide. |
The primary motivation of this research is to develop and investigate parallel preconditioners for linear elliptic partial differential equations. Three preconditioners are studied: block-Jacobi preconditioner (BJ), a two-level tangential preconditioner (D0), and a three-level preconditioner (D1). Performance and scalability on a distributed memory parallel computer are considered. Communication cost and redundancy are explored as well. After experiments and analysis, we find that the three-level preconditioner D1 is the most efficient and scalable parallel preconditioner, compared to BJ and D0. The D1 preconditioner reduces both the number of iterations and computational time substantially. A new hybrid preconditioner is suggested which may combine the best features of D0 and D1.
List of Attached Files | ||
| etd.pdf | ||