A T-cell algorithm for solving dynamic economic power dispatch problems

This paper presents the artificial immune system IA DED (Immune Algorithm Dynamic Economic Dispatch) to solve the Dynamic Economic Dispatch (DED) problem and the Dynamic Economic Emission Dispatch (DEED) problem. Our approach considers these as dynamic problems whose constraints change over time. IA...

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Autores principales: Aragón, Victoria S., Coello Coello, Carlos, Leguizamón, Mario Guillermo
Formato: Articulo
Lenguaje:Inglés
Publicado: 2020
Materias:
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/97190
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id I19-R120-10915-97190
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 systems
Dynamic economic dispatch problem
Dynamic economic emission dispatch problem
Metaheuristics
spellingShingle Ciencias Informáticas
Artificial immune systems
Dynamic economic dispatch problem
Dynamic economic emission dispatch problem
Metaheuristics
Aragón, Victoria S.
Coello Coello, Carlos
Leguizamón, Mario Guillermo
A T-cell algorithm for solving dynamic economic power dispatch problems
topic_facet Ciencias Informáticas
Artificial immune systems
Dynamic economic dispatch problem
Dynamic economic emission dispatch problem
Metaheuristics
description This paper presents the artificial immune system IA DED (Immune Algorithm Dynamic Economic Dispatch) to solve the Dynamic Economic Dispatch (DED) problem and the Dynamic Economic Emission Dispatch (DEED) problem. Our approach considers these as dynamic problems whose constraints change over time. IA DED is inspired on the activation process that T cells suffer in order to find partial solutions. The proposed approach is validated using several DED problems taken from specialized literature and one DEED problem. The latter is addressed by transforming a multi-objective problem into a single-objective problem by using a linear aggregating function that combines the (weighted) values of the objectives into a single scalar value. Our results are compared with respect to those obtained by other approaches taken from the specialized literature. We also provide some statistical analysis in order to determine the sensitivity of the performance of our proposed approach to its parameters. Part of this work was presented at the XXV Argentine Congress of Computer Science (CACIC), 2019.
format Articulo
Articulo
author Aragón, Victoria S.
Coello Coello, Carlos
Leguizamón, Mario Guillermo
author_facet Aragón, Victoria S.
Coello Coello, Carlos
Leguizamón, Mario Guillermo
author_sort Aragón, Victoria S.
title A T-cell algorithm for solving dynamic economic power dispatch problems
title_short A T-cell algorithm for solving dynamic economic power dispatch problems
title_full A T-cell algorithm for solving dynamic economic power dispatch problems
title_fullStr A T-cell algorithm for solving dynamic economic power dispatch problems
title_full_unstemmed A T-cell algorithm for solving dynamic economic power dispatch problems
title_sort t-cell algorithm for solving dynamic economic power dispatch problems
publishDate 2020
url http://sedici.unlp.edu.ar/handle/10915/97190
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