On the Impact of the Migration Topology on the Island Model

Details On the Impact of the Migration Topology on the Island Model On the Impact of the Migration Topology on the Island Model

2010-04-26

arxiv.org/abs/1004.4541v1

Computer Science

Distributed, Parallel, and Cluster Computing

Accepted in Parallel Computing.

Scientific paper

Parallel Global Optimization Algorithms (PGOA) provide an efficient way of dealing with hard optimization problems. One method of parallelization of GOAs that is frequently applied and commonly found in the contemporary literature is the so-called Island Model (IM). In this paper we analyze the impact of the migration topology on the performance of a PGOA which uses the Island Model. In particular we consider parallel Differential Evolution and Simulated Annealing with Adaptive Neighborhood and draw first conclusions that emerge from the conducted experiments.

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