Multiobjective stacking sequence optimization for unsymmetric laminated plates under several empirical constraints

This study proposes a multiobjective stacking sequence optimization method for an unsymmetric laminated plate using for a torsion-box structure of an aircraft wing. The objective functions are to minimize the thermal warping occurred during molding process and the bending stiffness ratio that empiri...

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Main Authors: Kentaro HASHIWAKI, Nozomu KOGISO
Format: Article
Language:Japanese
Published: The Japan Society of Mechanical Engineers 2021-07-01
Series:Nihon Kikai Gakkai ronbunshu
Subjects:
Online Access:https://www.jstage.jst.go.jp/article/transjsme/87/900/87_21-00081/_pdf/-char/en
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author Kentaro HASHIWAKI
Nozomu KOGISO
author_facet Kentaro HASHIWAKI
Nozomu KOGISO
author_sort Kentaro HASHIWAKI
collection DOAJ
description This study proposes a multiobjective stacking sequence optimization method for an unsymmetric laminated plate using for a torsion-box structure of an aircraft wing. The objective functions are to minimize the thermal warping occurred during molding process and the bending stiffness ratio that empirically corresponds to the compression after impact strength. The constraints considered are a limited set of ply orientation angles, the allowable number of contiguous plies, and the allowable orientation angle difference between neighboring plies that empirically derived from several strength criteria as delamination, matrix crack and so on. Thus, the design problem is formulated as a combinatorial multiobjective optimization problem with several empirical constraints. To solve this problem, this study adopts a multiobjective genetic algorithm. To consider the empirical constraints on the genetic algorithm, new searching strategies that arrange mutation and gene repair strategy are proposed. Furthermore, lamination parameters and binary trees are introduced to improve searching performance. Through numerical examples, the performance and efficiency of the proposed method are demonstrated. Then, features of the obtained Pareto set are discussed for several design conditions with different thicknesses.
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spelling doaj.art-fe3149181cc24ab9b01470718999a03b2022-12-22T03:41:40ZjpnThe Japan Society of Mechanical EngineersNihon Kikai Gakkai ronbunshu2187-97612021-07-018790021-0008121-0008110.1299/transjsme.21-00081transjsmeMultiobjective stacking sequence optimization for unsymmetric laminated plates under several empirical constraintsKentaro HASHIWAKI0Nozomu KOGISO1Department of Aerospace Engineering, Osaka Prefecture UniversityDepartment of Aerospace Engineering, Osaka Prefecture UniversityThis study proposes a multiobjective stacking sequence optimization method for an unsymmetric laminated plate using for a torsion-box structure of an aircraft wing. The objective functions are to minimize the thermal warping occurred during molding process and the bending stiffness ratio that empirically corresponds to the compression after impact strength. The constraints considered are a limited set of ply orientation angles, the allowable number of contiguous plies, and the allowable orientation angle difference between neighboring plies that empirically derived from several strength criteria as delamination, matrix crack and so on. Thus, the design problem is formulated as a combinatorial multiobjective optimization problem with several empirical constraints. To solve this problem, this study adopts a multiobjective genetic algorithm. To consider the empirical constraints on the genetic algorithm, new searching strategies that arrange mutation and gene repair strategy are proposed. Furthermore, lamination parameters and binary trees are introduced to improve searching performance. Through numerical examples, the performance and efficiency of the proposed method are demonstrated. Then, features of the obtained Pareto set are discussed for several design conditions with different thicknesses.https://www.jstage.jst.go.jp/article/transjsme/87/900/87_21-00081/_pdf/-char/enunsymmetric laminated platesempirical constraintsevolutionary multiobjective optimization methodlamination parametersrepair strategyadaptive mutationbinary tree
spellingShingle Kentaro HASHIWAKI
Nozomu KOGISO
Multiobjective stacking sequence optimization for unsymmetric laminated plates under several empirical constraints
Nihon Kikai Gakkai ronbunshu
unsymmetric laminated plates
empirical constraints
evolutionary multiobjective optimization method
lamination parameters
repair strategy
adaptive mutation
binary tree
title Multiobjective stacking sequence optimization for unsymmetric laminated plates under several empirical constraints
title_full Multiobjective stacking sequence optimization for unsymmetric laminated plates under several empirical constraints
title_fullStr Multiobjective stacking sequence optimization for unsymmetric laminated plates under several empirical constraints
title_full_unstemmed Multiobjective stacking sequence optimization for unsymmetric laminated plates under several empirical constraints
title_short Multiobjective stacking sequence optimization for unsymmetric laminated plates under several empirical constraints
title_sort multiobjective stacking sequence optimization for unsymmetric laminated plates under several empirical constraints
topic unsymmetric laminated plates
empirical constraints
evolutionary multiobjective optimization method
lamination parameters
repair strategy
adaptive mutation
binary tree
url https://www.jstage.jst.go.jp/article/transjsme/87/900/87_21-00081/_pdf/-char/en
work_keys_str_mv AT kentarohashiwaki multiobjectivestackingsequenceoptimizationforunsymmetriclaminatedplatesunderseveralempiricalconstraints
AT nozomukogiso multiobjectivestackingsequenceoptimizationforunsymmetriclaminatedplatesunderseveralempiricalconstraints