• DocumentCode
    2572824
  • 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
  • fYear
    1995
  • fDate
    25-27 Jan 1995
  • Firstpage
    227
  • Lastpage
    235
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel and Distributed Processing, 1995. Proceedings. Euromicro Workshop on
  • Conference_Location
    San Remo
  • Print_ISBN
    0-8186-7031-2
  • Type

    conf

  • DOI
    10.1109/EMPDP.1995.389138
  • Filename
    389138