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The Fully Informed Particle Swarm: Simpler, Maybe Better
1.7K
Citations
9
References
2004
Year
Artificial IntelligenceComputational ScienceComputational Social ScienceEngineeringData ScienceData MiningFirefly AlgorithmSocial NormsInformed IndividualsNetworked SwarmSwarm DynamicComputer ScienceIntelligent SystemsBest PerformerStochastic Diffusion SearchSwarm Robotics
The canonical particle swarm algorithm is a new approach to optimization, drawing inspiration from group behavior and the establishment of social norms. It is gaining popularity, especially because of the speed of convergence and the fact that it is easy to use. However, we feel that each individual is not simply influenced by the best performer among his neighbors. We, thus, decided to make the individuals "fully informed." The results are very promising, as informed individuals seem to find better solutions in all the benchmark functions.
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