A modified ant colony algorithm for the stacking sequence optimisation of a rectangular laminate

This paper presents a modified Ant Colony Algorithm (ACA) called multi-city-layer ant colony algorithm (MCLACA). The research attention is focused on improving the computational efficiency in the stacking sequence optimisation of a laminated composite plate for maximum buckling load. A new operator,...

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Published inStructural and multidisciplinary optimization Vol. 41; no. 5; pp. 711 - 720
Main Authors Wang, Wei, Guo, Shijun, Chang, Nan, Zhao, Feng, Yang, Wei
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer-Verlag 01.05.2010
Springer Nature B.V
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Abstract This paper presents a modified Ant Colony Algorithm (ACA) called multi-city-layer ant colony algorithm (MCLACA). The research attention is focused on improving the computational efficiency in the stacking sequence optimisation of a laminated composite plate for maximum buckling load. A new operator, the so-called two point interchange, is introduced and proved to be effective for reducing the convergence time and enhancing the robustness in the MCLACA performance. The laminate optimisation is subject to balanced and symmetric layup with ply contiguous and strength constraints. In order to assess the MCLACA performance, a simply supported rectangular laminate plate, which was taken as numerical example in previous research using traditional ACA and genetic algorithm (GA) is chosen as a benchmark case study. Comparing with the ACA and GA results, it is shown that the presented MCLACA has better performance in terms of computational efficiency and robustness. To demonstrate the applicability of the MCLACA to a general case, an additional example of laminate optimisation has been taken with more design variables and five different boundary conditions by finite element analysis.
AbstractList This paper presents a modified Ant Colony Algorithm (ACA) called multi-city-layer ant colony algorithm (MCLACA). The research attention is focused on improving the computational efficiency in the stacking sequence optimisation of a laminated composite plate for maximum buckling load. A new operator, the so-called two point interchange, is introduced and proved to be effective for reducing the convergence time and enhancing the robustness in the MCLACA performance. The laminate optimisation is subject to balanced and symmetric layup with ply contiguous and strength constraints. In order to assess the MCLACA performance, a simply supported rectangular laminate plate, which was taken as numerical example in previous research using traditional ACA and genetic algorithm (GA) is chosen as a benchmark case study. Comparing with the ACA and GA results, it is shown that the presented MCLACA has better performance in terms of computational efficiency and robustness. To demonstrate the applicability of the MCLACA to a general case, an additional example of laminate optimisation has been taken with more design variables and five different boundary conditions by finite element analysis.
Author Wang, Wei
Guo, Shijun
Chang, Nan
Zhao, Feng
Yang, Wei
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  organization: School of Engineering, Cranfield University, College of Aeronautics, Northwestern Polytechnical University, Chengdu Aircraft Design and Research Institute
– sequence: 2
  givenname: Shijun
  surname: Guo
  fullname: Guo, Shijun
  organization: School of Engineering, Cranfield University
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  fullname: Chang, Nan
  organization: College of Aeronautics, Northwestern Polytechnical University, Chengdu Aircraft Design and Research Institute
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  surname: Zhao
  fullname: Zhao, Feng
  organization: College of Aeronautics, Northwestern Polytechnical University, Chengdu Aircraft Design and Research Institute
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  givenname: Wei
  surname: Yang
  fullname: Yang, Wei
  organization: College of Aeronautics, Northwestern Polytechnical University, Chengdu Aircraft Design and Research Institute
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Multi-city-layer ant colony algorithm (MCLACA)
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Snippet This paper presents a modified Ant Colony Algorithm (ACA) called multi-city-layer ant colony algorithm (MCLACA). The research attention is focused on improving...
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SubjectTerms Algorithms
Ant colony optimization
Boundary conditions
Composite structures
Computational efficiency
Computational Mathematics and Numerical Analysis
Computing time
Engineering
Engineering Design
Finite element method
Genetic algorithms
Plates (structural members)
Research Paper
Robustness (mathematics)
Stacking sequence (composite materials)
Theoretical and Applied Mechanics
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Title A modified ant colony algorithm for the stacking sequence optimisation of a rectangular laminate
URI https://link.springer.com/article/10.1007/s00158-009-0447-4
https://www.proquest.com/docview/2262607923
Volume 41
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