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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 국제구조공학회 Steel and Composite Structures, An International Journal Steel and Composite Structures, An International Journal Vol.18 No.2
- 발행연도
- 2015.1
- 수록면
- 289 - 303 (15page)
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초록· 키워드
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This study presents a strategy so-called Subspace Search Mechanism (SSM) for reducing the computational time for convergence of population based metaheusristic algorithms. The selected metaheuristic for this study is the Cuckoo Search algorithm (CS) dealing with size optimization of trusses. The complexity of structural optimization problems can be partially due to the presence of high-dimensional design variables. SSM approach aims to reduce dimension of the problem. Design variables are categorized to predefined groups (subspaces). SSM focuses on the multiple use of the metaheuristic at hand for each subspace. Optimizer updates the design variables for each subspace independently. Updating rules require candidate designs evaluation. Each candidate design is the assemblage of responsible set of design variables that define the subspace of interest. SSM is incorporated to the Cuckoo Search algorithm for size optimizing of three small, moderate and large space trusses. Optimization results indicate that SSM enables the CS to work with less number of population (42%), as a result reducing the time of convergence, in exchange for some accuracy (1.5%). It is shown that the loss of accuracy can be lessened with increasing the order of complexity. This suggests its applicability to other algorithms and other complex finite element-based engineering design problems.
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참고문헌 (32)
참고문헌 신청
Adeli, H. / 1994 / Augmented Lagrangian genetic algorithm for structural optimization / J. Aerosp. Eng 7(1):104~118
Camp, C. V. / 2007 / Design of space trusses using big bang-big crunch optimization / J. Struct. Eng 133(7):999~1008
Camp, C.V. / 2004 / Design of space trusses using ant colony optimization / J. Struct. Eng 130(5):741~751
Davarynejad, M. / 2012 / Variants of Evolutionary Algorithms for Real-World Applications / Springer-Verlag :245~280
Degertekin, S. O. / 2012 / Improved harmony search algorithms for sizing optimization of truss structures / Comput. Struct 92-93:229~241
Camp, C. V. / 2007 / Design of space trusses using big bang-big crunch optimization / J. Struct. Eng 133(7):999~1008
Camp, C.V. / 2004 / Design of space trusses using ant colony optimization / J. Struct. Eng 130(5):741~751
Davarynejad, M. / 2012 / Variants of Evolutionary Algorithms for Real-World Applications / Springer-Verlag :245~280
Degertekin, S. O. / 2012 / Improved harmony search algorithms for sizing optimization of truss structures / Comput. Struct 92-93:229~241
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