This paper presents the results of an Uncertainty Quantification and Sensitivity Analysis carried out for the 𝑘 − 𝜔 SST turbulence model applied to the bi-dimensional study of Vortex Induced Vibrations of an elastically mounted cylinder. The turbulence model parameters are treated as epistemic uncertain variables and the forward propagation of uncertainty is evaluated using stochastic expansions based on non-intrusive polynomial chaos. The relative contribution of the closure coefficients to the total uncertainty of the output quantities of interest, the non-dimensional amplitude and the frequency ratio, is evaluated using the Sobol indices. The analysis is repeated for different orders of the polynomial chaos expansion. A set of significant coefficients, which contribute most to the uncertainty for this specific case is identified, and furthermore compared with the sets provided for some other selected flow problems in order to gain further insight on the 𝑘 − 𝜔 SST turbulence model.

Uncertainty quantification and sensitivity analysis of the SST turbulence model applied to VIV

Martini, Simone;Morgut, Mitja;Pigazzini, Riccardo
;
Parussini, Lucia
2025-01-01

Abstract

This paper presents the results of an Uncertainty Quantification and Sensitivity Analysis carried out for the 𝑘 − 𝜔 SST turbulence model applied to the bi-dimensional study of Vortex Induced Vibrations of an elastically mounted cylinder. The turbulence model parameters are treated as epistemic uncertain variables and the forward propagation of uncertainty is evaluated using stochastic expansions based on non-intrusive polynomial chaos. The relative contribution of the closure coefficients to the total uncertainty of the output quantities of interest, the non-dimensional amplitude and the frequency ratio, is evaluated using the Sobol indices. The analysis is repeated for different orders of the polynomial chaos expansion. A set of significant coefficients, which contribute most to the uncertainty for this specific case is identified, and furthermore compared with the sets provided for some other selected flow problems in order to gain further insight on the 𝑘 − 𝜔 SST turbulence model.
2025
Pubblicato
https://pdf.sciencedirectassets.com/272600/1-s2.0-S0889974624X00109/1-s2.0-S0889974624001592/main.pdf?X-Amz-Security-Token=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&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20250806T080017Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAQ3PHCVTY3DB2EZGN/20250806/us-east-1/s3/aws4_request&X-Amz-Signature=ecef23f28e79bd7bcaed61bfaa96dcb61800d84db02f5185f19cc402a876170d&hash=4f200a9a49cdcf5787e395a422c84d8623b5e4896510aec63e3df89fbbf74d0b&host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&pii=S0889974624001592&tid=spdf-a50d41c6-568e-45c9-ac39-5484a2b8fca9&sid=3e3eb30660303043c95a68a-47b7f73c19b2gxrqb&type=client&tsoh=d3d3LnNjaWVuY2VkaXJlY3QuY29t&rh=d3d3LnNjaWVuY2VkaXJlY3QuY29t&ua=0f165655060703080507&rr=96acffeeab52ed68&cc=it
File in questo prodotto:
Non ci sono file associati a questo prodotto.
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11368/3114438
 Avviso

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 1
  • ???jsp.display-item.citation.isi??? 1
social impact