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
Link To Document :
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