RANS
What is RANS
- RANS is an abbreviation of Reynolds Averaged Navier-Stokes.
- It uses time-averaged values of Navier-Stokes equation.
- When we draw velocity profile, we draw smooth profile of the flow.
- However, in reality, there are so many fluctuations around that smooth profile.
- It's convenient to look at smooth profile to get the sense of physical meaning of the flow.
- This is exactly what we're doing in RANS.
- Ease out fluctuations and look at bulk properties like lift or drag.
How do we derive RANS equation? & Concept of RANS equation
It all starts from continuity equation & momentum equation.
This is Newtonian, incompressible fluid.
The concept is, we decompose velocity vector into time averaged velocity and fluctuation velocity. (it's just rest of time averaged velocity)
We plug it into N-S equation.
We time-average the N-S equation.
The purpose of time-averaging is to get rid of tricky fluctuation terms.
A lot of terms will go away, and we get an equation with 'Reynolds Stress' term.
This 'Reynolds Stress' term still has fluctuation term.
So here comes 'Turbulence Closure Models'
It's all about expressing these fluctuation terms into time-averaged terms so that it is easy to compute.
we have a velocity vector
- velocity
& are all vectors. I just omitted the vector sign for convenience.
We plug it in to continuity & N-S equation, and we time average two equations. We get
from continuity equation.
Next we plug
And this is the RANS equation.
But this is not our final equaion cause out objective was to get rid of fluctuation terms.
But they are still there.
INFO
Those
And they act like stresses.
But I didn't get the physical meaning of those stresses
So here comes the 'Turbulence Closure Problem'
Actually, RANS is all about how to express fluctuation terms
From now on, we will take a look at
Details can be seen at
- S. L. Brunton (2021, April 2), Turbulence: Reynolds Averaged Navier-Stokes (Part 1, Mass Continuity Equation), DOI: https://doi.org/10.52843/cassyni.tcxvxy
- S. L. Brunton (2021, April 16), Turbulence: Reynolds Averaged Navier Stokes (RANS) Equations (Part 2, Momentum Equation), DOI: https://doi.org/10.52843/cassyni.1xkvn0
- Fluid Mechanics 101 (2021, Feb 24), [CFD] Eddy Viscosity Models for RANS and LES, https://www.youtube.com/watch?v=SVYXNICeNWA&list=PLnJ8lIgfDbkrNyps1_36tNRRQ7hLzPFhV
Turbulence Closure Models
Eventhough the improvement of computational power, simulating fluid is still a heavy computation.
Instead of simulating all the scales in N-S equation, aka DNS, we're gonna make approximation to make simulation more efficient and make turbulence models.
This is Tubulence Closure Models.
INFO
The reason why it is called 'Turbulence Closure Models' is we need additional equation to 'close' RANS equation bc we have more unknowns than equations.
There are several models like
First, we are going to look at old, but simple approach which is Eddy Viscosity Model which is proposed by Boussinesq in 1877.
Eddy Viscosity Models
Eddy Viscosity Model is proposed by Boussinesq in 1877, in analogy to Newton’s law of friction. In 3D, Eddy Viscosity Model is
where
and
Deriving this equation can be seen at Fluid Mechanics 101, [CFD] Eddy Viscosity Models for RANS and LES
What this equation mean is that, normal & shear reynolds stress
Actually, this formula is really similar to relationship between viscosity and shear stress.
So it means, turbulent scales that generates reynolds stress acts like viscosity.
Also, when you look at velocity gradient, motion of particles transfer the momentum downwards which is the direction of velocity gradient.
Eddy Viscosity Model is all about modeling
There is a model proposed 'mixing length hypothesis' proposed by Prandtl, but thanks to the computatoinal power, we do not use this model.
And here comes the famous
I will cover it at next section.
Reference & Resources
- S. L. Brunton (2021, April 23), Turbulence Closure Models: Reynolds Averaged Navier Stokes (RANS) & Large Eddy Simulations (LES), https://doi.org/10.52843/cassyni.cjkr7f
- Fluid Mechanics 101 (2021, Feb 24), [CFD] Eddy Viscosity Models for RANS and LES, https://www.youtube.com/watch?v=SVYXNICeNWA&list=PLnJ8lIgfDbkrNyps1_36tNRRQ7hLzPFhV
- Schlichting, H., & Gersten, K. (2017). Boundary-Layer theory. In Springer eBooks. https://doi.org/10.1007/978-3-662-52919-5
Model
What is k-epsilon model
model is one of eddy visosity models that uses & & is obtained from transport equation and transport equation. - It uses damping function to compensate the viscosity effect near the wall.
Mathematical Expression of k-epsilon Model
INFO
There are lots of version of k-epsilon model, but here, I introduced Launder-Sharma model.
You can find various k-epsilon model at
Patel VC, Rodi W, Scheurer G. turbulence models for near-wall and low Reynolds number flows: a review. AIAA J 1985;23:1308-19
From Eddy Viscosity Model,
where
And
where
and
where
and
INFO
These equations are from Blazek, J. (2015). Computational Fluid Dynamics: Principles and applications. Butterworth-Heinemann.
Some terms might vary depending on the expression