Large eddy simulation (LES)
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Introduction
Large eddy simulation (LES) is a popular technique for simulating turbulent flows. An implication of Kolmogorov's (1941) theory of self similarity is that the large eddies of the flow are dependant on the geometry while the smaller scales more universal. This feature allows one to explicitly solve for the large eddies in a calculation and implicitly account for the small eddies by using a subgrid-scale model (SGS model).
Mathematically, one may think of separating the velocity field into a resolved and sub-grid part. The resolved part of the field represent the "large" eddies, while the subgrid part of the velocity represent the "small scales" whose effect on the resolved field is included through the subgrid-scale model. Formally, one may think of filtering as the convolution of a function with a filtering kernel :
resulting in
where is the resolvable scale part and is the subgrid-scale part. However, most practical (and commercial) implementations of LES use the grid itself as the filter (the box filter) and perform no explicit filtering. More information about the theory and application of filters is found in the LES filters article.
This page is mainly focused on LES of incompressible flows. For compressible flows, see Favre averaged Navier-Stokes equations.
The filtered equations are developed from the incompressible Navier-Stokes equations of motion:
Substituting in the decomposition and and then filtering the resulting equation gives the equations of motion for the resolved field:
We have assumed that the filtering operation and the differentiation operation commute, which is not generally the case. It is thought that the errors associated with this assumption are usually small, though filters that commute with differentiation have been developed ("ref?"). The extra term arises from the non-linear advection terms, due to the fact that
and hence
Similar equations can be derived for the subgrid-scale field (i.e. the residual field).
Subgrid-scale turbulence models usually employ the Boussinesq hypothesis, and seek to calculate (the deviatoric part of) the SGS stress using:
where is the rate-of-strain tensor for the resolved scale defined by
and is the subgrid-scale turbulent viscosity. Substituting into the filtered Navier-Stokes equations, we then have
where we have used the incompressibility constraint to simplify the equation and the pressure is now modified to include the trace term .
Subgrid-scale models
- Smagorinsky model (Smagorinsky, 1963)
- Algebraic Dynamic model (Germano, et. al., 1991)
- Localized Dynamic model (Kim & Menon, 1993)
- WALE (Wall-Adapting Local Eddy-viscosity) model (Nicoud and Ducros, 1999)
- RNG-LES model
References
- J. Smagorinsky. General circulation experiments with the primitive equations, i. the basic experiment. Monthly Weather Review, 91: 99-164, 1963.
- M. Germano, U. Piomelli, P. Moin, and W. H. Cabot. A dynamic sub-grid scale eddy viscosity model. Physics of Fluids, A(3): 1760-1765, 1991.
- W. Kim and S. Menon. A new dynamic one-equation subgrid-scale model for large eddy simulation. In 33rd Aerospace Sciences Meeting and Exhibit, Reno, NV, 1995.
- F. Nicoud and F. Ducros. Subgrid-scale modelling based on the square of the velocity gradient tensor. Flow, Turbulence and Combustion, 62: 183-200, 1999.