Analysis of a master-slave architecture for distributed evolutionary computations
Marc Dubreuil, Christian Gagné, Marc Parizeau · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2006
This paper introduces a new mathematical model of the master-slave architecture for distributed evolutionary computations (EC). This model is validated using a concrete implementation based on the Distributed BEAGLE C++ framework. Results show that contrary to (current) popular belief, master-slave architectures are able to scale well over local area networks of workstations using off-the-shelf networking equipment. The main properties of the master-slave are also compared with those of the more mainstream island-model.