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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doaj-36fd5fda53f3491dad11835d001c4ba32020-11-25T01:22:04ZengHindawi LimitedShock and Vibration1070-96221875-92032018-01-01201810.1155/2018/74148177414817An Efficient Global Optimization Approach for Reliability Maximization of Friction-Tuned Mass Damper-Controlled StructuresFábio F. S. Nascentes0Rafael H. Lopez1Jose Eduardo S. Cursi2Rubens Sampaio3Leandro F. F. Miguel4Center for Optimization and Reliability in Engineering (CORE), Universidade Federal de Santa Catarina, Florianópolis 88037-000, BrazilCenter for Optimization and Reliability in Engineering (CORE), Universidade Federal de Santa Catarina, Florianópolis 88037-000, BrazilDepartment Mecanique, Institut National des Sciences Appliquees (INSA) de Rouen, Saint Etienne du Rouvray 76801, Cedex, FranceDepartamento de Engenharia Mecânica, PUC-Rio, Rio de Janeiro 22453-900, BrazilCenter for Optimization and Reliability in Engineering (CORE), Universidade Federal de Santa Catarina, Florianópolis 88037-000, BrazilThe 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.http://dx.doi.org/10.1155/2018/7414817 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Fábio F. S. Nascentes Rafael H. Lopez Jose Eduardo S. Cursi Rubens Sampaio Leandro F. F. Miguel |
spellingShingle |
Fábio F. S. Nascentes Rafael H. Lopez Jose Eduardo S. Cursi Rubens Sampaio Leandro F. F. Miguel An Efficient Global Optimization Approach for Reliability Maximization of Friction-Tuned Mass Damper-Controlled Structures Shock and Vibration |
author_facet |
Fábio F. S. Nascentes Rafael H. Lopez Jose Eduardo S. Cursi Rubens Sampaio Leandro F. F. Miguel |
author_sort |
Fábio F. S. Nascentes |
title |
An Efficient Global Optimization Approach for Reliability Maximization of Friction-Tuned Mass Damper-Controlled Structures |
title_short |
An Efficient Global Optimization Approach for Reliability Maximization of Friction-Tuned Mass Damper-Controlled Structures |
title_full |
An Efficient Global Optimization Approach for Reliability Maximization of Friction-Tuned Mass Damper-Controlled Structures |
title_fullStr |
An Efficient Global Optimization Approach for Reliability Maximization of Friction-Tuned Mass Damper-Controlled Structures |
title_full_unstemmed |
An Efficient Global Optimization Approach for Reliability Maximization of Friction-Tuned Mass Damper-Controlled Structures |
title_sort |
efficient global optimization approach for reliability maximization of friction-tuned mass damper-controlled structures |
publisher |
Hindawi Limited |
series |
Shock and Vibration |
issn |
1070-9622 1875-9203 |
publishDate |
2018-01-01 |
description |
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. |
url |
http://dx.doi.org/10.1155/2018/7414817 |
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