Uncertainty quantification and global sensitivity analysis of turbulence model closure coefficients for sheet cavity flow around a hydrofoil
Volume
76
Issue number
1
Article number
76105
Received
25.07.2024.
Received in revised form
12.11.2024.
Accepted
29.11.2024.
Available online
09.12.2024.
Authors
Simone Romani, Mitja Morgut*, Lucia Parussini, Marzio Piller
Department of Engineering and Architecture, University of Trieste, 34127 Trieste, Italy
Corresponding author email
Abstract
This paper presents the uncertainty quantification and sensitivity analysis of the standard k-ɛ turbulence model applied to the numerical prediction of the non-cavitating and cavitating flow around a 2D NACA66MOD hydrofoil. The turbulence model parameters are treated as epistemic uncertain variables, and the forward propagation of uncertainty is evaluated using the non-intrusive polynomial chaos approach. The required simulations are performed using a commercial CFD solver. The Sobol indices are used to rank the relative contribution of closure coefficients to the total uncertainty in the output quantities. For the considered case, the ranking of the model parameters is not influenced by the presence of the sheet cavity flow, while it varies with respect to the considered output quantity.
Keywords
Uncertainty quantification, Polynomial Chaos Expansion, Turbulence model, Cavitation, Hydrofoil