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 in | Structural and multidisciplinary optimization Vol. 41; no. 5; pp. 711 - 720 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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. |
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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 |
Author_xml | – sequence: 1 givenname: Wei surname: Wang fullname: Wang, Wei email: nwpuww@163.com 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 – sequence: 3 givenname: Nan surname: Chang fullname: Chang, Nan organization: College of Aeronautics, Northwestern Polytechnical University, Chengdu Aircraft Design and Research Institute – sequence: 4 givenname: Feng surname: Zhao fullname: Zhao, Feng organization: College of Aeronautics, Northwestern Polytechnical University, Chengdu Aircraft Design and Research Institute – sequence: 5 givenname: Wei surname: Yang fullname: Yang, Wei organization: College of Aeronautics, Northwestern Polytechnical University, Chengdu Aircraft Design and Research Institute |
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Cites_doi | 10.1016/S0263-8223(01)00098-8 10.1016/S0263-8223(02)00132-0 10.1016/0961-9526(95)90710-S 10.1016/j.eswa.2007.02.002 10.2514/3.11710 10.1016/j.advengsoft.2008.05.004 10.1016/S0263-8223(03)00098-9 10.1016/S0303-2647(97)01708-5 10.1007/s00158-006-0042-x 10.1007/BF01743714 10.1016/j.compositesa.2007.10.011 10.1016/j.advengsoft.2005.10.003 10.1016/S0263-8223(00)00170-7 10.1016/j.compstruc.2006.08.051 |
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Keywords | Laminate optimisation Ant colony algorithm (ACA) Multi-city-layer ant colony algorithm (MCLACA) |
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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 |
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