Particle swarm optimization with fractional-order velocity

• Autor(es): Pires, E. J. Solteiro ; Machado, J. A. Tenreiro ; Oliveira, P. B. Moura ; Cunha, J. Boaventura ; Mendes, Luís
• Data: 2010
• Identificador Persistente: http://hdl.handle.net/10400.22/4268
• Origem: Repositório Científico do Instituto Politécnico do Porto
• Assunto(s): Particle swarm optimization; Fractional calculus
• Tipo de Documento: Artigo
• Idioma: Inglês

Descrição

This paper proposes a novel method for controlling the convergence rate of a particle swarm optimization algorithm using fractional calculus (FC) concepts. The optimization is tested for several well-known functions and the relationship between the fractional order velocity and the convergence of the algorithm is observed. The FC demonstrates a potential for interpreting evolution of the algorithm and to control its convergence.