Matching algorithms to problems: an experimental test of the particle swarm and some genetic algorithms on the multimodal problem generator

Abstract

A multimodal problem generator was used to test three versions of a genetic algorithm and the binary particle swarm algorithm in a factorial time-series experiment. Specific strengths and weaknesses of the various algorithms were identified.