
arXiv: 2311.05454
Despite being one of the oldest and most widely-used turbulence models in engineering CFD, the k-ω model has not been fully understood theoretically because of its high non-linearity and complex model parameter setting. Here, a multi-layer analytic expression is postulated for two lengths (stress and kinetic energy lengths), yielding an analytic solution for the k-ω model equations in pipe flow. Approximate local balance equations are analyzed to determine key parameters in the solution, which are shown to be rather close to the empirically-measured values from numerical solution of the Wilcox k-ω model, hence the analytic construction is fully validated. Furthermore, the predictions of three critical locations in the model's three transition functions are validated, which enables an in-depth understanding of the parameter setting of the model. These results provide clear evidence that the k-ω model sets in it a multi-layer structure, which is similar to but different, in some insignificant details, from the Navier-Stokes turbulence. This finding explains why the k-ω model is so popular, especially in computing the near-wall flow. Finally, the analysis is extended to a newly-refined k-ω model called SED k-ω, showing that the SED k-ω model has improved the multi-layer structure in the outer flow but preserved the setting of the k-ω model in the inner region.
24 pages, 10 figures
structural ensemble dynamics, Wilcox \(k\)-\(\omega\) model, \(k\)-\(\varepsilon\) modeling in turbulence, Symmetry analysis, Lie group and Lie algebra methods applied to problems in fluid mechanics, turbulent pipe flow, generalized dilation invariance principle, Fluid Dynamics (physics.flu-dyn), FOS: Physical sciences, Physics - Fluid Dynamics, Shear flows and turbulence
structural ensemble dynamics, Wilcox \(k\)-\(\omega\) model, \(k\)-\(\varepsilon\) modeling in turbulence, Symmetry analysis, Lie group and Lie algebra methods applied to problems in fluid mechanics, turbulent pipe flow, generalized dilation invariance principle, Fluid Dynamics (physics.flu-dyn), FOS: Physical sciences, Physics - Fluid Dynamics, Shear flows and turbulence
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