Bayesian calibration of volume averaged rans model parameters for turbulent flow simulations over porous materials

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Abstract

A mathematical tool developed for calibrating model parameters of VRANS equations for modeling flows through porous medium is evaluated. A total of six parameters are introduced in a volume averaged RANS model to appropriately scale the impact of porous media on the overall flow. The calibration tool has been tested for a generic channel case and the results are compared with DNS simulations of the same. The results show a good agreement between the parameters obtained from the tool and a manual calibration documented previously.

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Kumar, P., Friedman, N., Zander, E., & Radespiel, R. (2018). Bayesian calibration of volume averaged rans model parameters for turbulent flow simulations over porous materials. In Notes on Numerical Fluid Mechanics and Multidisciplinary Design (Vol. 136, pp. 479–488). Springer Verlag. https://doi.org/10.1007/978-3-319-64519-3_43

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