Application of a genetic algorithm to optimal lay-up of shells made of composite laminates
The orientation of fiber direction in layers and the number of layers of composites play the major role in determining the strength and stiffness. Thus, the basic design problem is to determine the optimum stacking sequence of the composite laminate. Many methods are available at present for the des...
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Published in | Mechanics of composite materials Vol. 36; no. 2; pp. 163 - 168 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
New York, NY
Consultants Bureau
2000
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Subjects | |
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Abstract | The orientation of fiber direction in layers and the number of layers of composites play the major role in determining the strength and stiffness. Thus, the basic design problem is to determine the optimum stacking sequence of the composite laminate. Many methods are available at present for the design optimization of structural systems. However, these methods are based on mathematical programming techniques involving the gradient search and the direct search. These methods assume that the variables are continuous. In this paper, a different search and optimization algorithm, known as a Genetic Algorithm (GA), has been successfully applied to obtain the optimum fiber orientation of multilayered shells, which considers the angle of fiber orientation as a discrete variable. The principle of GA is applied to obtain optimum layers and the orientation of fibers of stiffened shells for both the symmetric and antisymmetric orientations of fibers for dynamic analysis. Shells composed of two to nine layers without stiffeners, with one stiffener, and with two stiffeners for a single and different materials are analyzed and the maximum frequency for each population is computed using the FEAST-C software. |
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AbstractList | The orientation of fiber direction in layers and the number of layers of composites play the major role in determining the strength and stiffness. Thus, the basic design problem is to determine the optimum stacking sequence of the composite laminate. Many methods are available at present for the design optimization of structural systems. However, these methods are based on mathematical programming techniques involving the gradient search and the direct search. These methods assume that the variables are continuous. In this paper, a different search and optimization algorithm, known as a Genetic Algorithm (GA), has been successfully applied to obtain the optimum fiber orientation of multilayered shells, which considers the angle of fiber orientation as a discrete variable. The principle of GA is applied to obtain optimum layers and the orientation of fibers of stiffened shells for both the symmetric and antisymmetric orientations of fibers for dynamic analysis. Shells composed of two to nine layers without stiffeners, with one stiffener, and with two stiffeners for a single and different materials are analyzed and the maximum frequency for each population is computed using the FEAST-C software. |
Author | RAJASEKARAN, S BALAKRISHNAN, M RAMASAMY, J. V |
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Keywords | Stacking sequence Laminate Genetic algorithm Fiber reinforced material Theoretical study Polymer Fiber orientation Manufacturing Modeling Composite material Optimization |
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References | S. Rajeev (BF02681834_CR3) 1992; 118 J. H. Holland (BF02681834_CR2) 1975 S. A. S. Srinivas (BF02681834_CR5) 1997 BF02681834_CR4 D. E. Goldberg (BF02681834_CR1) 1989 |
References_xml | – volume-title: Genetic Algorithm in Search Optimization and Machine Learning year: 1989 ident: BF02681834_CR1 contributor: fullname: D. E. Goldberg – volume-title: Genetic Algorithm to Optimal Lay-Up in thin Composite Panels year: 1997 ident: BF02681834_CR5 contributor: fullname: S. A. S. Srinivas – volume: 118 start-page: 1233 issue: 5 year: 1992 ident: BF02681834_CR3 publication-title: J. Struc. Eng. doi: 10.1061/(ASCE)0733-9445(1992)118:5(1233) contributor: fullname: S. Rajeev – ident: BF02681834_CR4 – volume-title: Adaptation on Natural and Artificial System year: 1975 ident: BF02681834_CR2 contributor: fullname: J. H. Holland |
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SubjectTerms | Applied sciences Exact sciences and technology Forms of application and semi-finished materials Laminates Polymer industry, paints, wood Technology of polymers |
Title | Application of a genetic algorithm to optimal lay-up of shells made of composite laminates |
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