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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 국제구조공학회 Structural Engineering and Mechanics, An Int'l Journal Structural Engineering and Mechanics, An Int'l Journal Vol.65 No.2
- 발행연도
- 2018.1
- 수록면
- 173 - 181 (9page)
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초록· 키워드
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In this paper, finite element (FE) model updating based on multi-objective optimization with the surrogate model for a steel plate girder bridge is investigated. Conventionally, FE model updating for bridge structures uses single-objective optimization with finite element analysis (FEA). In the case of the conventional method, computational burden occurs considerably because a lot of iteration are performed during the updating process. This issue can be addressed by replacing FEA with the surrogate model. The other problem is that the updating result from single-objective optimization depends on the condition of the weighting factors. Previous studies have used the trial-and-error strategy, genetic algorithm, or user’s preference to obtain the most preferred model; but it needs considerable computation cost. In this study, the FE model updating method consisting of the surrogate model and multi-objective optimization, which can construct the Pareto-optimal front through a single run without considering the weighting factors, is proposed to overcome the limitations of the single-objective optimization. To verify the proposed method, the results of the proposed method are compared with those of the single-objective optimization. The comparison shows that the updated model from the multi-objective optimization is superior to the result of single-objective optimization in calculation time as well as the relative errors between the updated model and measurement.
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참고문헌 (23)
참고문헌 신청
Brownjohn, J.M.W. / 2001 / Civil structure condition assessment by FE model updating: Methodology and case studies / Fin. Elem. Analy. Des. 37(10):761~775
Catbas, F.N. / 2013 / Committee on Structural Identification of Constructed Systems, Structural Identification of Constructed Systems: Approaches, Methods, and Technologies for Effective Practice of St-Id
Deb, K. / 2008 / Introduction to Evolutionary Multiobjective Optimization / Springer
Deb, K. / 2002 / A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-2 / IEEE Transactions on Evolutionary Computation 6:182~197
Eamon, C.D. / 2004 / Effect of secondary elements on bridge structural system reliability considering moment capacity / Struct. Safety 26(1):29~47
Catbas, F.N. / 2013 / Committee on Structural Identification of Constructed Systems, Structural Identification of Constructed Systems: Approaches, Methods, and Technologies for Effective Practice of St-Id
Deb, K. / 2008 / Introduction to Evolutionary Multiobjective Optimization / Springer
Deb, K. / 2002 / A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-2 / IEEE Transactions on Evolutionary Computation 6:182~197
Eamon, C.D. / 2004 / Effect of secondary elements on bridge structural system reliability considering moment capacity / Struct. Safety 26(1):29~47
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