Hybridisation of Swarm Intelligence Algorithms with Multi-Criteria Ordinal Classification: A Strategy to Address Many-Objective Optimisation

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AudienciaPúblico en generales_ES
CoberturaMéxicoes_ES
Fecha de ingreso2026-09-15T00:29:55Z
Fecha de publicación2022-01-01
ResumenThis paper introduces a strategy to enrich swarm intelligence algorithms with the preferences of the Decision Maker (DM) represented in an ordinal classifier based on interval outranking. Ordinal classification is used to bias the search toward the Region of Interest (RoI), the privileged zone of the Pareto frontier containing the most satisfactory solutions according to the DM’s preferences. We applied this hybridising strategy to two swarm intelligence algorithms, i.e., Multi-objective Grey Wolf Optimisation and Indicator-based Multi-objective Ant Colony Optimisation for continuous domains. The resulting hybrid algorithms were called GWO-InClass and ACO-InClass. To validate our strategy, we conducted experiments on the DTLZ problems, the most widely studied test suit in the framework of multi-objective optimisation. According to the results, our approach is suitable when many objective functions are treated. GWO-InClass and ACO-InClass demonstrated the capacity of reaching the RoI better than the original metaheuristics that approximate the complete Pareto frontier.es_ES
Doihttps://doi.org/10.3390/math10030322es_ES
URIhttps://riuat.uat.edu.mx/handle/123456789/1844
Idiomaeses_ES
EditorialMDPI AGes_ES
RelaciónMathematicses_ES
URL relacionadohttps://doi.org/10.3390/math10030322es_ES
DerechosAcceso abierto (Metadatos de producción científica)es_ES
Licenciahttp://purl.org/coar/access_right/c_abf2es_ES
FuenteMathematics
TítuloHybridisation of Swarm Intelligence Algorithms with Multi-Criteria Ordinal Classification: A Strategy to Address Many-Objective Optimisationes_ES
TipoArtículoes_ES
ArbitradoHa sido Arbitradoes_ES
AutorCastellanos, Alejandro
AutorCruz-Reyes, Laura
AutorFernández, Eduardo
AutorRivera, Gilberto
AutorGomez-Santillan, Claudia
AutorRangel-Valdez, Nelson
AutorCastellanos, Alejandroes_ES
AutorCruz-Reyes, Lauraes_ES
AutorFernández, Eduardoes_ES
AutorRivera, Gilbertoes_ES
AutorGomez-Santillan, Claudiaes_ES
AutorRangel-Valdez, Nelsones_ES
InstituciónUniversidad Autónoma de Tamaulipas
InstituciónUniversidad Autónoma de Tamaulipases_ES
Número3es_ES
Rango de páginas322es_ES
URL relacionadahttps://doi.org/10.3390/math10030322
Tipo de artículoIndexado
Tipo de artículoIndexadoes_ES
Volumen10es_ES

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