• DocumentCode
    2576580
  • Title

    Work load balance approaches for branch and bound algorithms on distributed systems

  • Author

    Casado, L.G. ; Garcia, I.

  • Author_Institution
    Dept. of Comput. Archit. & Electron., Almeria Univ., Spain
  • fYear
    1999
  • fDate
    3-5 Feb 1999
  • Firstpage
    155
  • Lastpage
    162
  • Abstract
    Branch and Bound is a standard method for searching an optimal solution in the scope of continuous and discrete Global Optimization. It iteratively creates a search tree where each node represents a problem which is decomposed in several subproblems provided that a feasible solution can be found by solving this set of subproblems. The computational power needed to solve most of the Branch and Bound Global Optimization problems and their high degree of potential parallelism make them suitable candidates to be solved in a multiprocessing environment. With parallel processing in mind Branch and Bound techniques can be considered as irregular and dynamic problems. So, their parallel implementations are not straightforward and require the use of dynamic load balance methods where the workload of a subproblem is a crucial parameter. In this paper an efficient parallel approach to the Branch and Bound continuous Global Optimization problem is described. It is based on a centralized asynchronous parallel model and on the prediction of the work loan of the set of subproblems containing a feasible solution. The proposed dynamic load balancing model obtains an almost perfect work load balance with low communication overhead
  • Keywords
    distributed processing; optimisation; parallel algorithms; resource allocation; tree searching; Branch and Bound; Global Optimization; distributed systems; load balancing model; low communication overhead; parallel approach; Arithmetic; Computational efficiency; Computer architecture; Electrical capacitance tomography; Load management; Optimization methods; Parallel algorithms; Parallel processing; Stability; Stochastic processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel and Distributed Processing, 1999. PDP '99. Proceedings of the Seventh Euromicro Workshop on
  • Conference_Location
    Funchal
  • Print_ISBN
    0-7695-0059-5
  • Type

    conf

  • DOI
    10.1109/EMPDP.1999.746659
  • Filename
    746659