EPSO enhanced by adaptive scaling and sub-swarms

Vladimiro Miranda, Joao Vigo, Leonel Carvalho, Carolina Marcelino, Elizabeth Wanner

Resultado de pesquisarevisão de pares

3 Citações (Scopus)

Resumo

This paper reports the positive results derived from adopting two variants for the EPSO - Evolutionary Particle Swarm Optimization method: variable's re-scaling and sub-swarms. Sub-swarms launched from the main swarm can be applied to intensify the search in promising regions of the space. Alternatively, the information regarding the dispersion of the particles along the search space can be used to create local landscapes with a spherical/ellipsoid form in an attempt to take advantage of the excellent convergence properties of metaheuristics for spherically-shaped optimization problems. The net improvement in reducing computing effort is observed in several unconstrained optimization problems and verified with ANOVA.

Idioma originalInglês
Título da publicação do anfitrião2019 20th International Conference on Intelligent System Application to Power Systems, ISAP 2019
EditoraInstitute of Electrical and Electronics Engineers Inc.
ISBN (eletrónico)9781728131924
DOIs
Estado da publicaçãoPublicadas - dez. 2019
Publicado externamenteSim
Evento20th International Conference on Intelligent System Application to Power Systems, ISAP 2019 - New Delhi
Duração: 10 dez. 201914 dez. 2019

Série de publicação

Nome2019 20th International Conference on Intelligent System Application to Power Systems, ISAP 2019

Conferência

Conferência20th International Conference on Intelligent System Application to Power Systems, ISAP 2019
País/TerritórioIndia
CidadeNew Delhi
Período10/12/1914/12/19

Nota bibliográfica

Publisher Copyright:
© 2019 IEEE.

Financiamento

Financiadoras/-esNúmero do financiador
Fundação para a Ciência e a TecnologiaPOCI-01-0145-FEDER-016731
European Regional Development Fund
Programa Operacional Temático Factores de Competitividade

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