Partially connected topologies for particle swarm

  • Authors:
  • Carlos M. Fernandes;Juan Julián Merelo;Juan L.J. Laredo;Carlos Cotta;Agostinho C. Rosa

  • Affiliations:
  • University of Granada,, Granada, Spain & Technical University of Lisbon, Lisbon, Portugal;University of Granada, Granada, Spain;University of Luxembourg, Luxembourg, Luxembourg;University of Malaga, Malaga, Spain;Technical University of Lisbon, Lisbon, Portugal

  • Venue:
  • Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
  • Year:
  • 2013

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Abstract

The effects of dynamic and partially connected 2-dimensional topologies on the particle swarm are studied. The particles are positioned on 2-dimensional grids of nodes, where they move according to a simple rule. The von Neumann neighborhood is used to decide which particles influence each individual. Structures with growing size are tested on a classical benchmark. The partially connected grids with von Neumann neighborhood structure perform more consistently than other strategies.