Artificial immune system for solving constrained optimization problems

In this paper, we present an artifi cial immune system (AIS) based on the CLONALG algorithm for solving constrained (numerical) optimization problems. We develop a new mutation operator which produces large and small step sizes and which aims to provide better exploration capabilities. We validate o...

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Autores principales: Aragón, Victoria S., Esquivel, Susana Cecilia, Coello Coello, Carlos
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2006
Materias:
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/22628
Aporte de:
id I19-R120-10915-22628
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Artificial Immune System
Constrained optimization
spellingShingle Ciencias Informáticas
Artificial Immune System
Constrained optimization
Aragón, Victoria S.
Esquivel, Susana Cecilia
Coello Coello, Carlos
Artificial immune system for solving constrained optimization problems
topic_facet Ciencias Informáticas
Artificial Immune System
Constrained optimization
description In this paper, we present an artifi cial immune system (AIS) based on the CLONALG algorithm for solving constrained (numerical) optimization problems. We develop a new mutation operator which produces large and small step sizes and which aims to provide better exploration capabilities. We validate our proposed approach with 13 test functions taken from the specialized literature and we compare our results with respect to Stochastic Ranking (which is an approach representative of the state-of-the-art in the area) and with respect to an AIS previously proposed by one of the co-authors
format Objeto de conferencia
Objeto de conferencia
author Aragón, Victoria S.
Esquivel, Susana Cecilia
Coello Coello, Carlos
author_facet Aragón, Victoria S.
Esquivel, Susana Cecilia
Coello Coello, Carlos
author_sort Aragón, Victoria S.
title Artificial immune system for solving constrained optimization problems
title_short Artificial immune system for solving constrained optimization problems
title_full Artificial immune system for solving constrained optimization problems
title_fullStr Artificial immune system for solving constrained optimization problems
title_full_unstemmed Artificial immune system for solving constrained optimization problems
title_sort artificial immune system for solving constrained optimization problems
publishDate 2006
url http://sedici.unlp.edu.ar/handle/10915/22628
work_keys_str_mv AT aragonvictorias artificialimmunesystemforsolvingconstrainedoptimizationproblems
AT esquivelsusanacecilia artificialimmunesystemforsolvingconstrainedoptimizationproblems
AT coellocoellocarlos artificialimmunesystemforsolvingconstrainedoptimizationproblems
bdutipo_str Repositorios
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