Title :
Partitioning and mapping of large FEM-graphs by self-organization
Author :
Dormanns, Marcus ; Heiss, Hans-Ulrich
Author_Institution :
Dept. of Inf., Karlsruhe Univ., Germany
Abstract :
We consider the problem of mapping large scale FEM graphs to highly parallel distributed memory computers. Typically, these programs show a low-dimensional grid-like communication structure. We argue that conventional domain decomposition methods that are usually employed today are not well suited for future highly parallel computers as they do not take into account the interconnection structure of the parallel computer resulting in a large communication overhead. Therefore we propose a new mapping heuristic which performs both, partitioning of the solution domain and processor allocation in one integrated step. Our procedure is based on the ability of Kohonen neural networks to exploit topological similarities of an input space and a grid-like structured network: to complete a neighbourhood preserving mapping between the set of discretization points and the parallel computer
Keywords :
distributed memory systems; finite element analysis; graph theory; parallel algorithms; parallel architectures; resource allocation; self-organising feature maps; FEM-graph mapping; FEM-graph partitioning; Kohonen neural networks; communication overhead; discretization points; domain decomposition methods; finite element method; grid-like structured network; highly parallel computers; highly parallel distributed memory computers; input space; interconnection structure; low-dimensional grid-like communication structure; mapping heuristic; neighbourhood preserving mapping; processor allocation; self-organization; topological similarities; Computational modeling; Computer networks; Concurrent computing; Grid computing; Informatics; Large-scale systems; Parallel machines; Physics computing; Simulated annealing; Topology;
Conference_Titel :
Parallel and Distributed Processing, 1995. Proceedings. Euromicro Workshop on
Conference_Location :
San Remo
Print_ISBN :
0-8186-7031-2
DOI :
10.1109/EMPDP.1995.389138