Computational Fluid Dynamics (CFD) provides an approximation
to the governing equations of fluid motion for a given system. CFD is
termed an approximation due to errors in the numerical solution procedure;
some of which can be controlled, and others, which are a function of the
solution approach used are less controllable.
There are three main approaches that can be taken to
solve the Navier-Stokes equations, varying in complexity and computational
expense, DNS, LES and RANS.
Direct Numerical Simulation (DNS) of a given flow field
resolves all of the events in the domain. This approach to turbulence
modelling yields the highest resolution with very little uncontrollable
error. However, to sufficiently resolve the flow field for all turbulent
events the computational grid and time step must be extremely fine. This
means that simple problems consume very large amounts of memory and computation
time.
The Large Eddy Simulation does not resolve the flow to
the same accuracy as DNS. Instead, the model uses filters with a length
scale to differentiate between higher energy (larger) eddies and lower
energy (smaller) eddies. The argument is that the majority of the flow
activity is provided by large eddies, and it is not necessary to resolve
the smaller scale eddies due to their relative impact on the flow. The
LES approach is "cheaper" than DNS, as extremely fine grid resolution
is not required to capture large eddies in the flow. Follow this link
to learn more about LES CFD.
Reynolds Averaged Navier-Stokes (RANS) Equations are used when the
exact details of turbulent fluid motion are not required, at considerable
computational saving. However, the results provided by the solution
of the RANS equations are not in the league of DNS or LES. In the RANS
approach, all of the unsteady effects of turbulence are averaged and
included as part of the viscosity. This means that unlike DNS and LES,
which are capable of resolving transient flow fields, the RANS approach
is better suited to steady-state flows, as true transient behaviour
cannot be captured. Follow this link to sample some RANS CFD.
An example of how a RANS based simulation was used to elucidate erosion-corrosion
is given in the following paper
Prediction of Two-Phase Erosion-Corrosion in Bends (soft copy
not available)
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