Multiobjective optimization with expensive functions. Survey on the state of the art

 

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Awduron: Calderón-Arce, Cindy, Alvarado-Moya, Pablo
Fformat: artículo original
Statws:Versión publicada
Dyddiad Cyhoeddi:2016
Disgrifiad:The multi-objective optimization is a complex process, even more when the functions that define the problems are not well conditioned or do not meet the minimum set requirements to ensure the convergence of classical algorithms, such as convexity, continuity and differentiability. Hence, the technical literature focuses on optimization techniques for problems defined by functions with specific characteristics, like high evaluation cost, non-convexity or non-differentiability. This article provides an overview of some of the prevailing techniques for problems with these kind of functions. 
Gwlad:Portal de Revistas TEC
Sefydliad:Instituto Tecnológico de Costa Rica
Repositorio:Portal de Revistas TEC
Iaith:Español
OAI Identifier:oai:ojs.pkp.sfu.ca:article/2582
Mynediad Ar-lein:https://revistas.tec.ac.cr/index.php/tec_marcha/article/view/2582
Allweddair:Multi-objective optimization
computational cost
evolutionary algorithm
aproximations
gaussian models
pseudo response surface
Optimización multiobjetivo
costo computacional
algoritmos evolutivos
aproximaciones
modelos gaussianos
superficies de seudorespuesta