A Technique for Constrained Optimization of Cross-ply Laminates using a New Variant of Genetic Algorithm

The main challenge presented by the design of laminated composite material is the laminate layup, involving a set of fiber orientations, composite material systems, and stacking sequences. In nature, it is a combinatorial optimization problem with constraints that can be solved by the genetic algori...

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Published inInternational journal of advanced computer science & applications Vol. 12; no. 6
Main Authors Zhang, Huiyao, Yokoyama, Atsushi
Format Journal Article
LanguageEnglish
Published West Yorkshire Science and Information (SAI) Organization Limited 2021
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ISSN2158-107X
2156-5570
DOI10.14569/IJACSA.2021.0120689

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Abstract The main challenge presented by the design of laminated composite material is the laminate layup, involving a set of fiber orientations, composite material systems, and stacking sequences. In nature, it is a combinatorial optimization problem with constraints that can be solved by the genetic algorithm. The traditional approach to solve a constrained problem is reformulating the objective function. In the present study, a new variant of the genetic algorithm is proposed for the design of composite material by using a mix of selection strategies, instead of modifying the objective function. To check the feasibility of a laminate subject to in-plane loading, the effect of the fiber orientation angles and material components on the first ply failure is studied. The algorithm has been validated by successfully optimizing the design of cross-ply laminate under different in-plane loading cases. The results obtained by this algorithm are better than works in related literature.
AbstractList The main challenge presented by the design of laminated composite material is the laminate layup, involving a set of fiber orientations, composite material systems, and stacking sequences. In nature, it is a combinatorial optimization problem with constraints that can be solved by the genetic algorithm. The traditional approach to solve a constrained problem is reformulating the objective function. In the present study, a new variant of the genetic algorithm is proposed for the design of composite material by using a mix of selection strategies, instead of modifying the objective function. To check the feasibility of a laminate subject to in-plane loading, the effect of the fiber orientation angles and material components on the first ply failure is studied. The algorithm has been validated by successfully optimizing the design of cross-ply laminate under different in-plane loading cases. The results obtained by this algorithm are better than works in related literature.
Author Zhang, Huiyao
Yokoyama, Atsushi
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SubjectTerms Combinatorial analysis
Composite materials
Constraints
Design optimization
Fiber orientation
Genetic algorithms
Laminar composites
Laminates
Orientation effects
Title A Technique for Constrained Optimization of Cross-ply Laminates using a New Variant of Genetic Algorithm
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Volume 12
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