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Metamodel based high-fidelity stochastic analysis of composite laminates: A concise review with critical comparative assessment
S. Dey,
T. Mukhopadhyay,
S. Adhikari,
Sondipon Adhikari
Composite Structures, Volume: 171, Pages: 227 - 250
Swansea University Author: Sondipon Adhikari
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DOI (Published version): 10.1016/j.compstruct.2017.01.061
Abstract
This paper presents a concise state-of-the-art review along with an exhaustive comparative investigation on surrogate models for critical comparative assessment of uncertainty in natural frequencies of composite plates on the basis of computational efficiency and accuracy. Both individual and combin...
| Published in: | Composite Structures |
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| ISSN: | 0263-8223 |
| Published: |
2017
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| Online Access: |
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| URI: | https://cronfa.swan.ac.uk/Record/cronfa31726 |
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| Abstract: |
This paper presents a concise state-of-the-art review along with an exhaustive comparative investigation on surrogate models for critical comparative assessment of uncertainty in natural frequencies of composite plates on the basis of computational efficiency and accuracy. Both individual and combined variations of input parameters have been considered to account for the effect of low and high dimensional input parameter spaces in the surrogate based uncertainty quantification algorithms including the rate of convergence. Probabilistic characterization of the first three stochastic natural frequencies is carried out by using a finite element model that includes the effects of transverse shear deformation based on Mindlin’s theory in conjunction with a layer-wise random variable approach. The results obtained by different metamodels have been compared with the results of traditional Monte Carlo simulation (MCS) method for high fidelity uncertainty quantification. The crucial issue regarding influence of sampling techniques on the performance of metamodel based uncertainty quantification has been addressed as an integral part of this article. |
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| Keywords: |
Composite plate; Metamodel; Sampling techniques; Comparative study; Stochastic natural frequency |
| College: |
Faculty of Science and Engineering |
| Start Page: |
227 |
| End Page: |
250 |