Distributed Algebraic Multigrid for Finite Element Computations
نویسندگان
چکیده
The Finite Element Method has been successfully applied to a variety of problems in engineering, medicine, biology, and physics. However, this method can be computationally intensive, particularly for problems in which an unstructured mesh of elements is generated. In such situations, the Algebraic Multigrid (AMG) can prove to be a robust method for solving the discretized linear systems that emerge from the problem. Unfortunately, AMG requires a large amount of storage (thus causing swapping on most sequential machines), and typically converges slowly. We show that distributing the algorithm across a cluster of workstations can help alleviate these problems. The distributed algorithm is run on a number of Geomechanics problems that are solved using nite elements. The results show that distributed processing is extremely useful in maintaining the performance of the AMG algorithm with increasing problem size, particularly by reducing the amount of disk swapping required.
منابع مشابه
Fast Electromagnetic Field Computations Using Multigrid Method Based on Nested Finite Element Meshes
|In this paper the investigation of the ef-ciency of the multigrid method as a solution method for large systems of algebraic equations that arise from ordinary nite element analysis is presented. The mathematical background for multigrid methods and some points regarding deenition of restriction and prolongation matrices for multigrid nite element analysis based on nested meshes are also given...
متن کاملDistributed Point Objects: A new concept for parallel finite elements applied to a geomechanical problem
We present a new concept for the realization of finite element computations on parallel machines with distributed memory. The parallel programming model is based on a dynamic data structure addressed by points. All geometric objects (cells, faces, edges) are referenced by their midpoints, and all algebraic data structures (vectors and matrices) are tied to the nodal points of the finite element...
متن کاملF Ur Mathematik in Den Naturwissenschaften Leipzig a Parallel Algebraic Multigrid Solver for Nite Element Method Based Source Localization in the Human Brain a Parallel Algebraic Multigrid Solver for Finite Element Method Based Source Localization in the Human Brain ?
Time plays an important role in medical and neuropsychological diagnosis and research. In the eld of Electro-and MagnetoEncephaloGraphy (EEG/MEG) source localization, a current distribution in the human brain is reconstructed noninvasively by means of measured elds outside the head. High resolution nite element modeling for the eld computation leads to a sparse, large scale, linear equation sys...
متن کاملParallel linear algebra and the application to multigrid methods
We explain a general model for a parallel linear algebra. All algebraic operations and parallel extensions are defined formally, and it is shown that in this model multigrid methods on a distributed set of indices can be realized. This abstract formalization leads to an automatic realization of parallel methods for time-dependent and nonlinear partial differential equations and the solution of ...
متن کاملA Parallel Algebraic Multigrid Preconditioner Using Algebraic Multicolor Ordering for Magnetic Finite Element Analyses
c © 2006 by John von Neumann Institute for Computing Permission to make digital or hard copies of portions of this work for personal or classroom use is granted provided that the copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. To copy otherwise requires prior specific permission by the publisher ment...
متن کامل