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Optimization Under Uncertainty of Nonlinear Energy Sinks
- Source :
- Proceedings of ASME International Design Engineering Technical Conferences, ASME International Design Engineering Technical Conferences, ASME International Design Engineering Technical Conferences, 2014, Buffalo, United States. ⟨10.1115/DETC2014-34238⟩
- Publication Year :
- 2014
- Publisher :
- HAL CCSD, 2014.
-
Abstract
- International audience; Nonlinear Energy Sinks (NES) are used to passively reduce the amplitude of vibrations. This reduction is made possible by introducing a nonlinearly stiffening behavior in the NES, which might lead to an irreversible transfer of energy between the main system (e.g., a building) and the NES. However, this irreversible transfer, and therefore the efficiency of the NES, is strongly dependent on the design parameters of the NES. In fact, the efficiency of the NES might be so sensitive to changes in design parameters and other factors (e.g., initial conditions) that it is dis-continuous, switching from efficiency to inefficiency for a small perturbation of parameters. For this reason, this work introduces a novel technique for the optimization under uncertainty of NES. The approach is based on a support vector machine classi-fier, which is insensitive to discontinuities and allows one to efficiently propagate uncertainties. This enables one to efficiently solve an optimization under uncertainty problem. The various techniques presented in this paper are applied to an analytical NES example.
- Subjects :
- Optimization
Engineering
Computer Science::Computer Science and Game Theory
Design
Energy transfer
Computer Science::Neural and Evolutionary Computation
Perturbation (astronomy)
Mechanical engineering
020101 civil engineering
02 engineering and technology
Classification of discontinuities
Vibration
0201 civil engineering
0203 mechanical engineering
Control theory
Computer Science::Databases
[SPI.ACOU]Engineering Sciences [physics]/Acoustics [physics.class-ph]
Support vector machines
business.industry
Uncertainty
Energy transformation
Stiffening
Support vector machine
Nonlinear system
020303 mechanical engineering & transports
Amplitude
business
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Proceedings of ASME International Design Engineering Technical Conferences, ASME International Design Engineering Technical Conferences, ASME International Design Engineering Technical Conferences, 2014, Buffalo, United States. ⟨10.1115/DETC2014-34238⟩
- Accession number :
- edsair.doi.dedup.....a6869c8e63a83b3d9df05411f9205315
- Full Text :
- https://doi.org/10.1115/DETC2014-34238⟩