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...
Guardado en:
| Autores principales: | , , |
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| Formato: | Objeto de conferencia |
| Lenguaje: | Inglés |
| Publicado: |
2006
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| Materias: | |
| Acceso en línea: | http://sedici.unlp.edu.ar/handle/10915/22628 |
| Aporte de: |
| id |
I19-R120-10915-22628 |
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| 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 |
| _version_ |
1764820466148573185 |