Inproceedings,

The Master-Slave Architecture for Evolutionary Computations Revisited

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Genetic and Evolutionary Computation -- GECCO-2003, volume 2724 of LNCS, page 1578--1579. Chicago, Springer-Verlag, (12-16 July 2003)

Abstract

The recent availability of cheap Beowulf clusters has generated much interest for Parallel and Distributed Evolutionary Computations (PDEC). Another often neglected source of CPU power for PDEC are networks of PCs, in many case very powerful workstations, that run idle each day for long periods of time. To exploit efficiently both Beowulfs and networks of heterogeneous workstations we argue that the classic master-slave distribution model is superior to the currently more popular island-model. Results obtained with a plausible deployment scenario demonstrate that system performance degrades gracefully when failures occurred, while still achieving near linear speedup in the ideal case.

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