Title :
Dynamic load balancing and efficient load estimators for asynchronous iterative algorithms
Author :
Bahi, Jacques M. ; Contassot-Vivier, Sylvain ; Couturier, Raphaël
Author_Institution :
Lab. de Mecanique Appliquee, Univ. de Franche-Comte, Belfort, France
fDate :
4/1/2005 12:00:00 AM
Abstract :
In a previous paper, we have shown the very high power of asynchronism for parallel iterative algorithms in a global context of grid computing. In this article, we study the interest of coupling load balancing with asynchronism in such algorithms. After proposing a noncentralized version of dynamic load balancing which is best suited to asynchronism, we verify its efficiency by some experiments on a general partial differential equation (PDE) problem. Finally, we give some general conditions for the use of load balancing to obtain good results with this kind of algorithm and discuss the choice of the residual as an efficient load estimator.
Keywords :
grid computing; iterative methods; parallel algorithms; partial differential equations; resource allocation; PDE; asynchronous parallel iterative algorithms; dynamic load balancing; grid computing; load estimators; partial differential equation; Approximation algorithms; Chemicals; Grid computing; Iterative algorithms; Load management; Partial differential equations; Performance evaluation; Polynomials; Testing; Parallel iterative algorithms; asynchronism; load-balancing.;
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
DOI :
10.1109/TPDS.2005.45