On quantifying the effect of noise in surrogate based stochastic free vibration analysis of laminated composite shallow shells

Tanmoy Mukhopadhyay, Susmita Naskar, Sudip Dey, Sondipon Adhikari

Research output: Contribution to journalArticle

40 Citations (Scopus)

Abstract

This paper presents the effect of noise on surrogate based stochastic natural frequency analysis of composite laminates. Surrogate based uncertainty quantification has gained immense popularity in recent years due to its computational efficiency. On the other hand, noise is an inevitable factor in every real-life design process and structural response monitoring for any practical system. In this study, a novel algorithm is developed to explore the effect of noise in surrogate based uncertainty quantification approaches. Representative results have been presented for stochastic frequency analysis of spherical composite shallow shells considering Kriging based surrogate model. The finite element formulation for laminated composite shells has been developed based on Mindlin’s theory considering transverse shear deformation. The proposed approach for quantifying the effect of noise is general in nature and therefore, it can be extended to explore other surrogates under the influence of noise.
Original languageEnglish
Pages (from-to)798–805
Number of pages8
JournalComposite Structures
Volume140
Early online date4 Jan 2016
DOIs
Publication statusPublished - 15 Apr 2016

Keywords

  • Noise
  • Uncertainty
  • Natural frequency
  • Surrogate
  • Kriging model
  • Composite shell

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