An Efficient Global Optimization Approach for Reliability Maximization of Friction-Tuned Mass Damper-Controlled Structures
The application of optimization techniques to design passive energy dissipation devices of structures subject to seismic excitation has rapidly increased in the past decades. It is now widely acknowledged that uncertainties inherent to the earthquake loading and structural parameters must be taken i...
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Published in | Shock and vibration Vol. 2018; no. 2018; pp. 1 - 8 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Cairo, Egypt
Hindawi Publishing Corporation
01.01.2018
Hindawi John Wiley & Sons, Inc Wiley |
Subjects | |
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Abstract | The application of optimization techniques to design passive energy dissipation devices of structures subject to seismic excitation has rapidly increased in the past decades. It is now widely acknowledged that uncertainties inherent to the earthquake loading and structural parameters must be taken into account in the design process. In the case of friction-tuned mass dampers (FTMDs), this optimization under the uncertainty problem leads to the following issues: (a) the high computational cost of the objective function since we are dealing with time-dependent reliability analysis of nonlinear dynamical models and (b) the nonconvexity and multimodality of the resulting optimization objective function. In order to address these issues, we propose here the use of efficient global optimization (EGO) for the probability of failure minimization in FTMD design. EGO is a metamodel-(kriging-) based optimization scheme able to handle expenses to evaluate objective functions, and its capabilities have not been explored in the optimal FTMD design. In order to show the effectiveness of EGO, its results are compared to those of other algorithms from the literature. The results showed that EGO outperformed the competing algorithms, successfully providing the optimum solution of FTMD design under uncertainty within a reasonable computational effort. |
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AbstractList | The application of optimization techniques to design passive energy dissipation devices of structures subject to seismic excitation has rapidly increased in the past decades. It is now widely acknowledged that uncertainties inherent to the earthquake loading and structural parameters must be taken into account in the design process. In the case of friction-tuned mass dampers (FTMDs), this optimization under the uncertainty problem leads to the following issues: (a) the high computational cost of the objective function since we are dealing with time-dependent reliability analysis of nonlinear dynamical models and (b) the nonconvexity and multimodality of the resulting optimization objective function. In order to address these issues, we propose here the use of efficient global optimization (EGO) for the probability of failure minimization in FTMD design. EGO is a metamodel-(kriging-) based optimization scheme able to handle expenses to evaluate objective functions, and its capabilities have not been explored in the optimal FTMD design. In order to show the effectiveness of EGO, its results are compared to those of other algorithms from the literature. The results showed that EGO outperformed the competing algorithms, successfully providing the optimum solution of FTMD design under uncertainty within a reasonable computational effort. |
Audience | Academic |
Author | Souza de Cursi, Eduardo Miguel, Leandro Fleck Fadel Nascentes, Fábio F. S. Sampaio, Rubens Lopez, Rafael H. |
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Cites_doi | 10.1007/978-3-642-35344-4_215 10.1002/stc.1845 10.1007/978-3-642-04944-6_14 10.1139/l75-046 10.1155/2016/9702152 10.1155/2015/143254 10.1016/j.engstruct.2014.10.002 10.1016/j.probengmech.2009.08.004 10.1093/comjnl/7.4.308 10.1080/0305215x.2013.819095 10.26678/ABCM.MecSol2017.MSL17-0024 10.1177/1077546311434520 10.1016/j.engstruct.2016.08.033 10.1023/a:1012771025575 10.1023/a:1008306431147 10.1016/j.advengsoft.2015.12.003 10.1007/s00158-003-0320-9 10.1155/2016/7383679 10.1115/1.2775493 10.1016/j.strusafe.2017.10.006 10.1177/1077546309354967 10.1155/2018/5187535 10.1121/1.1918794 10.1214/ss/1177012413 10.1016/j.engstruct.2007.08.004 |
ContentType | Journal Article |
Copyright | Copyright © 2018 Fábio F. S. Nascentes et al. COPYRIGHT 2018 John Wiley & Sons, Inc. Copyright © 2018 Fábio F. S. Nascentes et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. http://creativecommons.org/licenses/by/4.0 |
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SubjectTerms | Algorithms Civil engineering Costs Design optimization Earthquake dampers Earthquakes Energy dissipation Friction Global optimization Kriging interpolation Nonlinear analysis Parameter uncertainty Random variables Random vibration Reliability analysis Seismic engineering Seismic response Time dependence Vibration isolators |
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Title | An Efficient Global Optimization Approach for Reliability Maximization of Friction-Tuned Mass Damper-Controlled Structures |
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