An ant colony algorithm applied to lay-up optimization of laminated composite plates
Ant colony optimization (ACO) is a class of heuristic algorithms proposed to solve optimization problems. The idea was inspired by the behavior of real ants, related to their ability to find the shortest path between the nest and the food source. ACO has been applied successfully to different kinds...
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Marcílio Alves
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doaj-ae806172d21c440f8b8cce54d4fdb7992020-11-25T01:32:29ZengMarcílio AlvesLatin American Journal of Solids and Structures1679-782510349150410.1590/S1679-78252013000300003S1679-78252013000300003An ant colony algorithm applied to lay-up optimization of laminated composite platesRubem Matimoto Koide0Gustavo von Zeska de França1Marco Antônio Luersen2Universidade Tecnológica Federal do ParanáUniversidade Tecnológica Federal do ParanáUniversidade Tecnológica Federal do ParanáAnt colony optimization (ACO) is a class of heuristic algorithms proposed to solve optimization problems. The idea was inspired by the behavior of real ants, related to their ability to find the shortest path between the nest and the food source. ACO has been applied successfully to different kinds of problems. So, this manuscript describes the development and application of an ACO algorithm to find the optimal stacking sequence of laminated composite plates. The developed ACO algorithm was evaluated on four examples for symmetric and balanced lay-up. The results of the first three cases, in which the classical lamination theory was used to obtain the structural response of rectangular plates, were compared to those obtained from the literature using genetic algorithms (GA) and other ACO algorithm. The fourth example investigates the maximization of fundamental frequencies of rectangular plates with central holes, where the structural response was obtained by finite element analysis, showing that this optimization technique may be successfully applied to a broad class of stacking sequence problems for laminated composites.http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1679-78252013000300003&lng=en&tlng=enlaminated composite materialstacking sequenceant colony optimization |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Rubem Matimoto Koide Gustavo von Zeska de França Marco Antônio Luersen |
spellingShingle |
Rubem Matimoto Koide Gustavo von Zeska de França Marco Antônio Luersen An ant colony algorithm applied to lay-up optimization of laminated composite plates Latin American Journal of Solids and Structures laminated composite material stacking sequence ant colony optimization |
author_facet |
Rubem Matimoto Koide Gustavo von Zeska de França Marco Antônio Luersen |
author_sort |
Rubem Matimoto Koide |
title |
An ant colony algorithm applied to lay-up optimization of laminated composite plates |
title_short |
An ant colony algorithm applied to lay-up optimization of laminated composite plates |
title_full |
An ant colony algorithm applied to lay-up optimization of laminated composite plates |
title_fullStr |
An ant colony algorithm applied to lay-up optimization of laminated composite plates |
title_full_unstemmed |
An ant colony algorithm applied to lay-up optimization of laminated composite plates |
title_sort |
ant colony algorithm applied to lay-up optimization of laminated composite plates |
publisher |
Marcílio Alves |
series |
Latin American Journal of Solids and Structures |
issn |
1679-7825 |
description |
Ant colony optimization (ACO) is a class of heuristic algorithms proposed to solve optimization problems. The idea was inspired by the behavior of real ants, related to their ability to find the shortest path between the nest and the food source. ACO has been applied successfully to different kinds of problems. So, this manuscript describes the development and application of an ACO algorithm to find the optimal stacking sequence of laminated composite plates. The developed ACO algorithm was evaluated on four examples for symmetric and balanced lay-up. The results of the first three cases, in which the classical lamination theory was used to obtain the structural response of rectangular plates, were compared to those obtained from the literature using genetic algorithms (GA) and other ACO algorithm. The fourth example investigates the maximization of fundamental frequencies of rectangular plates with central holes, where the structural response was obtained by finite element analysis, showing that this optimization technique may be successfully applied to a broad class of stacking sequence problems for laminated composites. |
topic |
laminated composite material stacking sequence ant colony optimization |
url |
http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1679-78252013000300003&lng=en&tlng=en |
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